CogSci 2020 Analysis
Packages and utilities
library(tidyverse)Registered S3 methods overwritten by 'dbplyr':
method from
print.tbl_lazy
print.tbl_sql
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running command 'timedatectl' had status 1── Attaching packages ─────────────────────────────────────────────────────────────────────────────────── tidyverse 1.3.0 ──
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✓ tibble 3.1.0 ✓ dplyr 1.0.5
✓ tidyr 1.1.3 ✓ stringr 1.4.0
✓ readr 1.4.0 ✓ forcats 0.5.1
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x dplyr::filter() masks stats::filter()
x dplyr::lag() masks stats::lag()library(lme4)Loading required package: Matrix
Attaching package: ‘Matrix’
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expand, pack, unpacklibrary(lmerTest)
Attaching package: ‘lmerTest’
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steplibrary(logging)
library(mvtnorm)
library(mgcv)Loading required package: nlme
Attaching package: ‘nlme’
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lmList
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This is mgcv 1.8-34. For overview type 'help("mgcv-package")'.# Provides bootstrap resampling tools
library(rsample)# Compute the log-likelihood of a new dataset using a fit lme4 model.
logLik_test <- function(lm, test_X, test_y) {
predictions <- predict(lm, test_X, re.form=NA)
# Get std.dev. of residual, estimated from train data
stdev <- sigma(lm)
# For each prediction--observation, get the density p(obs | N(predicted, model_sigma)) and reduce
density <- sum(dnorm(test_y, predictions, stdev, log=TRUE))
return(density)
}
# Get per-prediction log-likelihood
logLik_test_per <- function(lm, test_X, test_y) {
predictions <- predict(lm, test_X, re.form=NA)
# Get std.dev. of residual, estimated from train data
stdev <- sigma(lm)
# For each prediction--observation, get the density p(obs | N(predicted, model_sigma))
densities <- dnorm(test_y, predictions, stdev, log=TRUE)
return(densities)
}
# Compute MSE of a new dataset using a fit lme4 model.
mse_test <- function(lm, test_X, test_y) {
return(mean((predict(lm, test_X, re.form=NA) - test_y) ^ 2))
}
#Sanity checks
#mylm <- gam(psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr"), data=train_data)
#c(logLik(mylm), logLik_test(mylm, train_data, train_data$psychometric))
#logLik_test(mylm, test_data, test_data$psychometric)Data loading and preprocessing
data = read.csv("../data/harmonized_results.csv")
all_data = data %>%
mutate(seed = as.factor(seed)) %>%
group_by(corpus, model, training, seed) %>%
mutate(prev_surp = lag(surprisal),
prev_code = lag(code),
prev_len = lag(len),
prev_freq = lag(freq),
prev_surp = lag(surprisal),
prev2_freq = lag(prev_freq),
prev2_code = lag(prev_code),
prev2_len = lag(prev_len),
prev2_surp = lag(prev_surp),
prev3_freq = lag(prev2_freq),
prev3_code = lag(prev2_code),
prev3_len = lag(prev2_len),
prev3_surp = lag(prev2_surp),
prev4_freq = lag(prev3_freq),
prev4_code = lag(prev3_code),
prev4_len = lag(prev3_len),
prev4_surp = lag(prev3_surp)) %>%
ungroup() %>%
# Filter back two for the dundee corpus. Filter back 1 for all other corpora
# NB this effectively removes all zero-surprisal rows, since early-sentence tokens don't have contiguous token history
filter((corpus == "dundee" & code == prev2_code + 2) | (corpus != "dundee" & code == prev4_code + 4)) %>%
select(-prev_code, -prev2_code, -prev3_code) %>%
drop_na()
all_data = all_data %>%
mutate(
model = as.character(model),
model = if_else(model == "gpt-2", "gpt2", model),
model = as.factor(model))missing_rows = all_data %>% complete(nesting(corpus, code), nesting(model, training, seed)) %>%
group_by(corpus, code) %>%
filter(sum(is.na(surprisal)) > 0) %>%
ungroup() %>%
anti_join(all_data, by=c("corpus", "code", "model", "training", "seed"))
missing_rows %>% ggplot(aes(x=corpus, fill=factor(paste(model,training)))) +
geom_bar(position=position_dodge(width=0.8))
print(missing_rows %>% group_by(model, training, seed, corpus) %>% summarise(n=n()) %>% arrange(desc(n)))`summarise()` has grouped output by 'model', 'training', 'seed'. You can override using the `.groups` argument.
# Compute the ideal number of model--seed--training observations per token.
to_drop = all_data %>%
group_by(corpus, code) %>% summarise(n = n()) %>% ungroup() %>%
group_by(corpus) %>% mutate( max_n = max(n)) %>% ungroup() %>%
filter(max_n != n) %>%
select(code, corpus)`summarise()` has grouped output by 'corpus'. You can override using the `.groups` argument.# Find tokens which have 28 observations and compare model+training freqs
all_data %>% filter(corpus == "bnc-brown") %>% group_by(code) %>% filter(n() == 28)tempx = all_data %>% filter(corpus == "bnc-brown", code == 17103)
table(paste(tempx$model, tempx$training))
5gram bllip-lg 5gram bllip-md 5gram bllip-sm 5gram bllip-xs gpt2 bllip-lg
1 1 1 1 1
gpt2 bllip-lg-gptbpe gpt2 bllip-md gpt2 bllip-md-gptbpe gpt2 bllip-sm-gptbpe gpt2 bllip-xs-gptbpe
2 1 3 1 1
rnng bllip-lg rnng bllip-md rnng bllip-sm rnng bllip-xs vanilla bllip-lg
1 2 2 4 1
vanilla bllip-md vanilla bllip-sm vanilla bllip-xs
3 3 3 # This one is missing a seed
#to_drop %>% filter(corpus == "bnc-brown") %>% arrange(code)
tempx = all_data %>% filter(corpus == "bnc-brown", code == 17017)
table(paste(tempx$model, tempx$training))
5gram bllip-lg 5gram bllip-md 5gram bllip-sm 5gram bllip-xs gpt2 bllip-lg
1 1 1 1 1
gpt2 bllip-lg-gptbpe gpt2 bllip-md gpt2 bllip-md-gptbpe gpt2 bllip-sm-gptbpe gpt2 bllip-xs-gptbpe
2 1 3 1 1
rnng bllip-lg rnng bllip-md rnng bllip-sm rnng bllip-xs vanilla bllip-lg
1 2 2 4 1
vanilla bllip-md vanilla bllip-sm vanilla bllip-xs
3 3 3 # nvm somehow not a problem anymore ..
# # Zooming in on the problem -- why is there no bllip-lg data here?
# all_data %>% filter(corpus == "dundee", model == "vanilla", training == "bllip-lg", code > 10720, code < 10730)
loginfo(paste("Dropping", nrow(to_drop), "observations corresponding to corpus tokens which are missing observations for some model."))2021-04-09 18:04:10 INFO::Dropping 10561 observations corresponding to corpus tokens which are missing observations for some model.loginfo(paste("Dropping", to_drop %>% group_by(corpus, code) %>% n_groups(), "tokens which are missing observations for some model."))2021-04-09 18:04:10 INFO::Dropping 10561 tokens which are missing observations for some model.all_data = all_data %>% anti_join(to_drop %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))2021-04-09 18:04:11 INFO::After drop, 1056239 observations ( 33115 tokens) remain.
to_drop_zero_surps = all_data %>% group_by(corpus, code) %>% filter(any(surprisal == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_surps), "observations corresponding to corpus tokens which have surprisal zeros for some model."))2021-04-09 18:04:11 INFO::Dropping 128 observations corresponding to corpus tokens which have surprisal zeros for some model.loginfo(paste("Dropping", to_drop_zero_surps %>% group_by(corpus, code) %>% n_groups(), "tokens which have surprisal zeros for some model."))2021-04-09 18:04:11 INFO::Dropping 4 tokens which have surprisal zeros for some model.all_data = all_data %>% anti_join(to_drop_zero_surps %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))2021-04-09 18:04:11 INFO::After drop, 1056111 observations ( 33111 tokens) remain.
to_drop_zero_psychs = all_data %>% group_by(corpus, code) %>% filter(any(psychometric == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_psychs), "observations corresponding to corpus tokens which have psychometric zeros for some model."))2021-04-09 18:04:12 INFO::Dropping 16480 observations corresponding to corpus tokens which have psychometric zeros for some model.loginfo(paste("Dropping", to_drop_zero_psychs %>% group_by(corpus, code) %>% n_groups(), "tokens which have psychometric zeros for some model."))2021-04-09 18:04:12 INFO::Dropping 515 tokens which have psychometric zeros for some model.all_data = all_data %>% anti_join(to_drop_zero_psychs %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))2021-04-09 18:04:12 INFO::After drop, 1039631 observations ( 32596 tokens) remain.Train Linear Models which are used to assess Delta Log Lik
# Compute linear model stats for the given training data subset and full test data.
# Automatically subsets the test data to match the relevant group for which we are training a linear model.
get_lm_data <- function(df, test_data, formula, fold, store_env) {
#this_lm <- gam(formula, data=df);
print(paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold, nrow(df)))
this_lm = lm(formula, data=df)
this_test_data <- semi_join(test_data, df, by=c("training", "model", "seed", "corpus"));
# Save lm to the global env so that we can access residuals later.
lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
assign(lm_name, this_lm, envir=store_env)
summarise(df,
log_lik = as.numeric(logLik(this_lm, REML = F)),
test_lik = logLik_test(this_lm, this_test_data, this_test_data$psychometric),
test_mse = mse_test(this_lm, this_test_data, this_test_data$psychometric))
}
# For a previously fitted lm stored in store_env, get the residuals on test data of the relevant data subset.
get_lm_residuals <- function(df, fold, store_env) {
# Retrieve the relevant lm.
lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
this_lm <- get(lm_name, envir=store_env)
mutate(df,
likelihood = logLik_test_per(this_lm, df, df$psychometric),
resid = df$psychometric - predict(this_lm, df, re.form=NA))
}
# Compute per-example delta-log-likelihood for the given test fold.
get_lm_delta_log_lik <- function(test_data, fold, baseline_env, full_env) {
lm_name = paste(unique(paste(test_data$model, test_data$training, test_data$seed, test_data$corpus))[1], fold)
baseline_lm <- get(lm_name, envir=baseline_env)
full_lm <- get(lm_name, envir=full_env)
delta_log_lik = logLik_test_per(full_lm, test_data, test_data$psychometric) - logLik_test_per(baseline_lm, test_data, test_data$psychometric)
return(cbind(test_data, delta_log_lik=delta_log_lik))
}
#####
# Define regression formulae.
# Regression code to fit GAM models.
#baseline_rt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#baselie_sprt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")
#full_rt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#full_sprt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + s(prev3_surp, bs = "cr", k = 20) + s(prev4_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")
# Regression Code to fit linear models
baseline_rt_regression = psychometric ~ freq + prev_freq + prev2_freq + len + prev_len + prev2_len
baseline_sprt_regression = psychometric ~ freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len
full_sprt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + prev3_surp + prev4_surp + freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len
full_rt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + freq + prev_freq + prev2_freq + len + prev_len + prev2_len
#####
# Prepare frames/environments for storing results/objects.
baseline_results = data.frame()
full_model_results = data.frame()
baseline_residuals = data.frame()
full_residuals = data.frame()
log_lik_deltas = data.frame()
#Randomly shuffle the data
all_data<-all_data[sample(nrow(all_data)),]
#Create K equally size folds
K = 10
folds <- cut(seq(1,nrow(all_data)),breaks=K,labels=FALSE)
#Perform 10 fold cross validation
# Fit models for some fold of the data.
baseline_corpus = function(corpus, df, test_data, fold, env) {
if(corpus == "dundee") {
get_lm_data(df, test_data, baseline_rt_regression, fold, env)
} else {
get_lm_data(df, test_data, baseline_sprt_regression, fold, env)
}
}
full_model_corpus = function(corpus, df, test_data, fold, env) {
if(corpus[1] == "dundee") {
get_lm_data(df, test_data, full_rt_regression, fold, env)
} else {
get_lm_data(df, test_data, full_sprt_regression, fold, env)
}
}
# Prepare a new Environment in which we store fitted LMs, which we'll query later for residuals and other metrics.
baseline_env = new.env()
full_env = new.env()
for(i in 1:K) {
#Segement your data by fold using the which() function
testIndexes <- which(folds==i, arr.ind=TRUE)
test_data <- all_data[testIndexes, ]
train_data <- all_data[-testIndexes, ]
# Compute a baseline linear model for each model--training--seed--RT-corpus combination.
baselines = train_data %>%
group_by(model, training, seed, corpus) %>%
print(model) %>%
do(baseline_corpus(unique(.$corpus), ., test_data, i, baseline_env)) %>%
ungroup() %>%
mutate(seed = as.factor(seed),
fold = i)
baseline_results = rbind(baseline_results, baselines)
# Compute a full linear model for each model--training--seed-RT-corpus combination
full_models = train_data %>%
group_by(model, training, seed, corpus) %>%
do(full_model_corpus(unique(.$corpus), ., test_data, i, full_env)) %>%
ungroup() %>%
mutate(seed = as.factor(seed),
fold = i)
full_model_results = rbind(full_model_results, full_models)
# Compute delta-log-likelihoods
fold_log_lik_deltas = test_data %>%
group_by(model, training, seed, corpus) %>%
do(get_lm_delta_log_lik(., i, baseline_env, full_env)) %>%
ungroup()
log_lik_deltas = rbind(log_lik_deltas, fold_log_lik_deltas)
fold_baseline_residuals = test_data %>%
group_by(model, training, seed, corpus) %>%
do(get_lm_residuals(., i, baseline_env)) %>%
ungroup()
baseline_residuals = rbind(baseline_residuals, fold_baseline_residuals)
fold_full_residuals = test_data %>%
group_by(model, training, seed, corpus) %>%
do(get_lm_residuals(., i, full_env)) %>%
ungroup()
full_residuals = rbind(full_residuals, fold_full_residuals)
}[1] "5gram bllip-lg 1111 bnc-brown 1 1700"
[1] "5gram bllip-lg 1111 dundee 1 24500"
[1] "5gram bllip-lg 1111 natural-stories 1 3134"
[1] "5gram bllip-md 1111 bnc-brown 1 1724"
[1] "5gram bllip-md 1111 dundee 1 24539"
[1] "5gram bllip-md 1111 natural-stories 1 3067"
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[1] "5gram bllip-xs 1111 bnc-brown 1 1664"
[1] "5gram bllip-xs 1111 dundee 1 24576"
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[1] "gpt2 bllip-lg 1587139950 bnc-brown 1 1720"
[1] "gpt2 bllip-lg 1587139950 dundee 1 24502"
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|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 1 3080"
[1] "vanilla bllip-xs 120 bnc-brown 1 1678"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 1 24534"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 1 3070"
[1] "vanilla bllip-xs 922 bnc-brown 1 1670"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 1 24491"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 1 3089"
[1] "5gram bllip-lg 1111 bnc-brown 1 1700"
[1] "5gram bllip-lg 1111 dundee 1 24500"
[1] "5gram bllip-lg 1111 natural-stories 1 3134"
[1] "5gram bllip-md 1111 bnc-brown 1 1724"
[1] "5gram bllip-md 1111 dundee 1 24539"
[1] "5gram bllip-md 1111 natural-stories 1 3067"
[1] "5gram bllip-sm 1111 bnc-brown 1 1684"
[1] "5gram bllip-sm 1111 dundee 1 24567"
[1] "5gram bllip-sm 1111 natural-stories 1 3118"
[1] "5gram bllip-xs 1111 bnc-brown 1 1664"
[1] "5gram bllip-xs 1111 dundee 1 24576"
[1] "5gram bllip-xs 1111 natural-stories 1 3112"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 1 1720"
[1] "gpt2 bllip-lg 1587139950 dundee 1 24502"
[1] "gpt2 bllip-lg 1587139950 natural-stories 1 3096"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 1 1683"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 1 24485"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 1 3106"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 1 1698"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 1 24566"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 1 3074"
[1] "gpt2 bllip-md 1586986276 bnc-brown 1 1681"
[1] "gpt2 bllip-md 1586986276 dundee 1 24575"
[1] "gpt2 bllip-md 1586986276 natural-stories 1 3086"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 1 24479"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 1 3100"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 1 1682"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 1 24547"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 1 3113"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 1 1691"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 1 24516"
|=============================== | 33% ~5 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 1 1684"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 1 24526"
|================================== | 35% ~5 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 1 3078"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 1 1690"
|==================================== | 37% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 1 24589"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 1 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 1 1689"
|======================================= | 40% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 1 24598"
|======================================== | 41% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 1 3110"
[1] "rnng bllip-lg 7245 bnc-brown 1 1692"
|========================================== | 43% ~4 s remaining [1] "rnng bllip-lg 7245 dundee 1 24580"
|=========================================== | 44% ~4 s remaining [1] "rnng bllip-lg 7245 natural-stories 1 3074"
[1] "rnng bllip-md 3602 bnc-brown 1 1714"
|============================================= | 46% ~4 s remaining [1] "rnng bllip-md 3602 dundee 1 24561"
|============================================== | 47% ~4 s remaining [1] "rnng bllip-md 3602 natural-stories 1 3090"
[1] "rnng bllip-md 44862 bnc-brown 1 1705"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 1 24525"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 1 3079"
[1] "rnng bllip-sm 7877 bnc-brown 1 1689"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 1 24536"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 1 3112"
[1] "rnng bllip-sm 64924 bnc-brown 1 1701"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 1 24561"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 1 3101"
|======================================================== | 58% ~3 s remaining [1] "rnng bllip-xs 4301 bnc-brown 1 1694"
[1] "rnng bllip-xs 4301 dundee 1 24515"
|========================================================== | 60% ~3 s remaining [1] "rnng bllip-xs 4301 natural-stories 1 3098"
[1] "rnng bllip-xs 28066 bnc-brown 1 1702"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 1 24511"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 1 3085"
[1] "rnng bllip-xs 28068 bnc-brown 1 1724"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 1 24518"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 1 3119"
[1] "rnng bllip-xs 51272 bnc-brown 1 1705"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 1 24588"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 1 3084"
[1] "vanilla bllip-lg 111 bnc-brown 1 1681"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 1 24605"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 1 3091"
[1] "vanilla bllip-md 120 bnc-brown 1 1727"
|========================================================================= | 75% ~2 s remaining [1] "vanilla bllip-md 120 dundee 1 24578"
|========================================================================== | 76% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 1 3095"
[1] "vanilla bllip-md 607 bnc-brown 1 1686"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 1 1710"
[1] "vanilla bllip-md 922 dundee 1 24491"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 1 3110"
[1] "vanilla bllip-sm 111 bnc-brown 1 1701"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 1 24641"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 1 3096"
[1] "vanilla bllip-sm 120 bnc-brown 1 1681"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 1 24565"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 1 3063"
[1] "vanilla bllip-sm 922 bnc-brown 1 1678"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 1 24565"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 1 3127"
[1] "vanilla bllip-xs 111 bnc-brown 1 1665"
|========================================================================================= | 92% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 1 24604"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 1 3080"
[1] "vanilla bllip-xs 120 bnc-brown 1 1678"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 1 24534"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 1 3070"
[1] "vanilla bllip-xs 922 bnc-brown 1 1670"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 1 24491"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 1 3089"
|==================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 2 1690"
[1] "5gram bllip-lg 1111 dundee 2 24511"
[1] "5gram bllip-lg 1111 natural-stories 2 3102"
[1] "5gram bllip-md 1111 bnc-brown 2 1667"
[1] "5gram bllip-md 1111 dundee 2 24509"
[1] "5gram bllip-md 1111 natural-stories 2 3093"
[1] "5gram bllip-sm 1111 bnc-brown 2 1686"
[1] "5gram bllip-sm 1111 dundee 2 24533"
[1] "5gram bllip-sm 1111 natural-stories 2 3094"
[1] "5gram bllip-xs 1111 bnc-brown 2 1692"
[1] "5gram bllip-xs 1111 dundee 2 24599"
[1] "5gram bllip-xs 1111 natural-stories 2 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 2 1701"
[1] "gpt2 bllip-lg 1587139950 dundee 2 24492"
[1] "gpt2 bllip-lg 1587139950 natural-stories 2 3073"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 2 1684"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 2 24573"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 2 3094"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 2 1708"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 2 24522"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 2 3100"
[1] "gpt2 bllip-md 1586986276 bnc-brown 2 1693"
[1] "gpt2 bllip-md 1586986276 dundee 2 24514"
[1] "gpt2 bllip-md 1586986276 natural-stories 2 3112"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 2 24674"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 2 3092"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 2 1698"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 2 24481"
|============================ | 29% ~5 s remaining [1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 2 3087"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 2 1719"
|============================== | 32% ~5 s remaining [1] "gpt2 bllip-md-gptbpe 1582126320 dundee 2 24576"
|=============================== | 33% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 2 1669"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 2 24536"
|================================== | 35% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 2 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 2 1679"
|==================================== | 37% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 2 24480"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 2 3105"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 2 1699"
|======================================= | 40% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 2 24458"
|======================================== | 41% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 2 3095"
[1] "rnng bllip-lg 7245 bnc-brown 2 1677"
|========================================== | 43% ~4 s remaining [1] "rnng bllip-lg 7245 dundee 2 24521"
|=========================================== | 44% ~4 s remaining [1] "rnng bllip-lg 7245 natural-stories 2 3080"
[1] "rnng bllip-md 3602 bnc-brown 2 1676"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 2 24644"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 2 3097"
[1] "rnng bllip-md 44862 bnc-brown 2 1709"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 2 24495"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 2 3122"
[1] "rnng bllip-sm 7877 bnc-brown 2 1710"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 2 24550"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 2 3084"
[1] "rnng bllip-sm 64924 bnc-brown 2 1701"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 2 24605"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 2 3118"
[1] "rnng bllip-xs 4301 bnc-brown 2 1696"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 2 24544"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 2 3100"
[1] "rnng bllip-xs 28066 bnc-brown 2 1687"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 2 24542"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 2 3101"
[1] "rnng bllip-xs 28068 bnc-brown 2 1693"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 2 24518"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 2 3100"
[1] "rnng bllip-xs 51272 bnc-brown 2 1699"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 2 24596"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 2 3082"
[1] "vanilla bllip-lg 111 bnc-brown 2 1690"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 2 24587"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 2 3121"
[1] "vanilla bllip-md 120 bnc-brown 2 1670"
|========================================================================= | 75% ~2 s remaining [1] "vanilla bllip-md 120 dundee 2 24593"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 2 3075"
[1] "vanilla bllip-md 607 bnc-brown 2 1691"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 2 1686"
[1] "vanilla bllip-md 922 dundee 2 24550"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 2 3093"
[1] "vanilla bllip-sm 111 bnc-brown 2 1686"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 2 24476"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 2 3104"
|================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 2 1703"
[1] "vanilla bllip-sm 120 dundee 2 24594"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 2 3110"
[1] "vanilla bllip-sm 922 bnc-brown 2 1688"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 2 24486"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 2 3118"
[1] "vanilla bllip-xs 111 bnc-brown 2 1692"
|========================================================================================= | 92% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 2 24555"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 2 3127"
[1] "vanilla bllip-xs 120 bnc-brown 2 1689"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 2 24591"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 2 3072"
[1] "vanilla bllip-xs 922 bnc-brown 2 1708"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 2 24569"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 2 3105"
[1] "5gram bllip-lg 1111 bnc-brown 2 1690"
[1] "5gram bllip-lg 1111 dundee 2 24511"
[1] "5gram bllip-lg 1111 natural-stories 2 3102"
[1] "5gram bllip-md 1111 bnc-brown 2 1667"
[1] "5gram bllip-md 1111 dundee 2 24509"
[1] "5gram bllip-md 1111 natural-stories 2 3093"
[1] "5gram bllip-sm 1111 bnc-brown 2 1686"
[1] "5gram bllip-sm 1111 dundee 2 24533"
[1] "5gram bllip-sm 1111 natural-stories 2 3094"
[1] "5gram bllip-xs 1111 bnc-brown 2 1692"
[1] "5gram bllip-xs 1111 dundee 2 24599"
[1] "5gram bllip-xs 1111 natural-stories 2 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 2 1701"
[1] "gpt2 bllip-lg 1587139950 dundee 2 24492"
[1] "gpt2 bllip-lg 1587139950 natural-stories 2 3073"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 2 1684"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 2 24573"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 2 3094"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 2 1708"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 2 24522"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 2 3100"
[1] "gpt2 bllip-md 1586986276 bnc-brown 2 1693"
[1] "gpt2 bllip-md 1586986276 dundee 2 24514"
[1] "gpt2 bllip-md 1586986276 natural-stories 2 3112"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 2 24674"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 2 3092"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 2 1698"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 2 24481"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 2 3087"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 2 1719"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 2 24576"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 2 1669"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 2 24536"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 2 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 2 1679"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 2 24480"
|===================================== | 38% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 2 3105"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 2 1699"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 2 24458"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 2 3095"
[1] "rnng bllip-lg 7245 bnc-brown 2 1677"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 2 24521"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 2 3080"
[1] "rnng bllip-md 3602 bnc-brown 2 1676"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 2 24644"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 2 3097"
[1] "rnng bllip-md 44862 bnc-brown 2 1709"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 2 24495"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 2 3122"
[1] "rnng bllip-sm 7877 bnc-brown 2 1710"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 2 24550"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 2 3084"
[1] "rnng bllip-sm 64924 bnc-brown 2 1701"
|====================================================== | 56% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 2 24605"
|======================================================= | 57% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 2 3118"
[1] "rnng bllip-xs 4301 bnc-brown 2 1696"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 2 24544"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 2 3100"
[1] "rnng bllip-xs 28066 bnc-brown 2 1687"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 2 24542"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 2 3101"
[1] "rnng bllip-xs 28068 bnc-brown 2 1693"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 2 24518"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 2 3100"
[1] "rnng bllip-xs 51272 bnc-brown 2 1699"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 2 24596"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 2 3082"
[1] "vanilla bllip-lg 111 bnc-brown 2 1690"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 2 24587"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 2 3121"
[1] "vanilla bllip-md 120 bnc-brown 2 1670"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 2 24593"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 2 3075"
[1] "vanilla bllip-md 607 bnc-brown 2 1691"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 2 1686"
[1] "vanilla bllip-md 922 dundee 2 24550"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 2 3093"
[1] "vanilla bllip-sm 111 bnc-brown 2 1686"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 2 24476"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 2 3104"
[1] "vanilla bllip-sm 120 bnc-brown 2 1703"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 2 24594"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 2 3110"
[1] "vanilla bllip-sm 922 bnc-brown 2 1688"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 2 24486"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 2 3118"
[1] "vanilla bllip-xs 111 bnc-brown 2 1692"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 2 24555"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 2 3127"
[1] "vanilla bllip-xs 120 bnc-brown 2 1689"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 2 24591"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 2 3072"
[1] "vanilla bllip-xs 922 bnc-brown 2 1708"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 2 24569"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 2 3105"[1] "5gram bllip-lg 1111 bnc-brown 3 1703"
[1] "5gram bllip-lg 1111 dundee 3 24540"
[1] "5gram bllip-lg 1111 natural-stories 3 3082"
[1] "5gram bllip-md 1111 bnc-brown 3 1682"
[1] "5gram bllip-md 1111 dundee 3 24557"
[1] "5gram bllip-md 1111 natural-stories 3 3077"
[1] "5gram bllip-sm 1111 bnc-brown 3 1701"
[1] "5gram bllip-sm 1111 dundee 3 24553"
[1] "5gram bllip-sm 1111 natural-stories 3 3104"
[1] "5gram bllip-xs 1111 bnc-brown 3 1685"
[1] "5gram bllip-xs 1111 dundee 3 24532"
[1] "5gram bllip-xs 1111 natural-stories 3 3105"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 3 1694"
[1] "gpt2 bllip-lg 1587139950 dundee 3 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 3 3102"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 3 1677"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 3 24544"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 3 3090"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 3 1694"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 3 24596"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 3 3123"
[1] "gpt2 bllip-md 1586986276 bnc-brown 3 1681"
[1] "gpt2 bllip-md 1586986276 dundee 3 24635"
[1] "gpt2 bllip-md 1586986276 natural-stories 3 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 3 24553"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 3 3126"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 3 1692"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 3 24511"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 3 3122"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 3 1672"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 3 24541"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 3 1721"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 3 24484"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 3 3090"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 3 1683"
|==================================== | 37% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 3 24555"
|===================================== | 38% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 3 3072"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 3 1674"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 3 24604"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 3 3081"
[1] "rnng bllip-lg 7245 bnc-brown 3 1700"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 3 24618"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 3 3127"
[1] "rnng bllip-md 3602 bnc-brown 3 1694"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 3 24499"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 3 3092"
[1] "rnng bllip-md 44862 bnc-brown 3 1679"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 3 24529"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 3 3083"
[1] "rnng bllip-sm 7877 bnc-brown 3 1696"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 3 24549"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 3 3084"
[1] "rnng bllip-sm 64924 bnc-brown 3 1671"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 3 24599"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 3 3095"
[1] "rnng bllip-xs 4301 bnc-brown 3 1680"
|========================================================= | 59% ~3 s remaining [1] "rnng bllip-xs 4301 dundee 3 24492"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 3 3119"
[1] "rnng bllip-xs 28066 bnc-brown 3 1706"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 3 24535"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 3 3114"
[1] "rnng bllip-xs 28068 bnc-brown 3 1701"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 3 24555"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 3 3104"
[1] "rnng bllip-xs 51272 bnc-brown 3 1693"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 3 24617"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 3 3098"
[1] "vanilla bllip-lg 111 bnc-brown 3 1694"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 3 24448"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 3 3089"
[1] "vanilla bllip-md 120 bnc-brown 3 1675"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 3 24452"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 3 3107"
[1] "vanilla bllip-md 607 bnc-brown 3 1699"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 3 1708"
|============================================================================= | 79% ~1 s remaining [1] "vanilla bllip-md 922 dundee 3 24549"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 3 3128"
|=============================================================================== | 81% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 3 1674"
[1] "vanilla bllip-sm 111 dundee 3 24503"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 3 3108"
[1] "vanilla bllip-sm 120 bnc-brown 3 1684"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 3 24540"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 3 3100"
[1] "vanilla bllip-sm 922 bnc-brown 3 1678"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 3 24583"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 3 3097"
[1] "vanilla bllip-xs 111 bnc-brown 3 1694"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 3 24524"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 3 3112"
[1] "vanilla bllip-xs 120 bnc-brown 3 1676"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 3 24493"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 3 3122"
[1] "vanilla bllip-xs 922 bnc-brown 3 1706"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 3 24581"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 3 3111"
[1] "5gram bllip-lg 1111 bnc-brown 3 1703"
[1] "5gram bllip-lg 1111 dundee 3 24540"
[1] "5gram bllip-lg 1111 natural-stories 3 3082"
[1] "5gram bllip-md 1111 bnc-brown 3 1682"
[1] "5gram bllip-md 1111 dundee 3 24557"
[1] "5gram bllip-md 1111 natural-stories 3 3077"
[1] "5gram bllip-sm 1111 bnc-brown 3 1701"
[1] "5gram bllip-sm 1111 dundee 3 24553"
[1] "5gram bllip-sm 1111 natural-stories 3 3104"
[1] "5gram bllip-xs 1111 bnc-brown 3 1685"
[1] "5gram bllip-xs 1111 dundee 3 24532"
[1] "5gram bllip-xs 1111 natural-stories 3 3105"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 3 1694"
[1] "gpt2 bllip-lg 1587139950 dundee 3 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 3 3102"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 3 1677"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 3 24544"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 3 3090"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 3 1694"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 3 24596"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 3 3123"
[1] "gpt2 bllip-md 1586986276 bnc-brown 3 1681"
[1] "gpt2 bllip-md 1586986276 dundee 3 24635"
[1] "gpt2 bllip-md 1586986276 natural-stories 3 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 3 24553"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 3 3126"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 3 1692"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 3 24511"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 3 3122"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 3 1672"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 3 24541"
|=============================== | 33% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 3 1721"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 3 24484"
|================================== | 35% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 3 3090"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 3 1683"
|==================================== | 37% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 3 24555"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 3 3072"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 3 1674"
|======================================= | 40% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 3 24604"
|======================================== | 41% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 3 3081"
[1] "rnng bllip-lg 7245 bnc-brown 3 1700"
|========================================== | 43% ~4 s remaining [1] "rnng bllip-lg 7245 dundee 3 24618"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 3 3127"
[1] "rnng bllip-md 3602 bnc-brown 3 1694"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 3 24499"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 3 3092"
[1] "rnng bllip-md 44862 bnc-brown 3 1679"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 3 24529"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 3 3083"
[1] "rnng bllip-sm 7877 bnc-brown 3 1696"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 3 24549"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 3 3084"
[1] "rnng bllip-sm 64924 bnc-brown 3 1671"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 3 24599"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 3 3095"
[1] "rnng bllip-xs 4301 bnc-brown 3 1680"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 3 24492"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 3 3119"
[1] "rnng bllip-xs 28066 bnc-brown 3 1706"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 3 24535"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 3 3114"
[1] "rnng bllip-xs 28068 bnc-brown 3 1701"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 3 24555"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 3 3104"
[1] "rnng bllip-xs 51272 bnc-brown 3 1693"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 3 24617"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 3 3098"
[1] "vanilla bllip-lg 111 bnc-brown 3 1694"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 3 24448"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 3 3089"
[1] "vanilla bllip-md 120 bnc-brown 3 1675"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 3 24452"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 3 3107"
[1] "vanilla bllip-md 607 bnc-brown 3 1699"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 3 1708"
[1] "vanilla bllip-md 922 dundee 3 24549"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 3 3128"
[1] "vanilla bllip-sm 111 bnc-brown 3 1674"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 3 24503"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 3 3108"
[1] "vanilla bllip-sm 120 bnc-brown 3 1684"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 3 24540"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 3 3100"
[1] "vanilla bllip-sm 922 bnc-brown 3 1678"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 3 24583"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 3 3097"
|======================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 3 1694"
[1] "vanilla bllip-xs 111 dundee 3 24524"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 3 3112"
[1] "vanilla bllip-xs 120 bnc-brown 3 1676"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 3 24493"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 3 3122"
[1] "vanilla bllip-xs 922 bnc-brown 3 1706"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 3 24581"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 3 3111"[1] "5gram bllip-lg 1111 bnc-brown 4 1697"
[1] "5gram bllip-lg 1111 dundee 4 24626"
[1] "5gram bllip-lg 1111 natural-stories 4 3103"
[1] "5gram bllip-md 1111 bnc-brown 4 1684"
[1] "5gram bllip-md 1111 dundee 4 24523"
[1] "5gram bllip-md 1111 natural-stories 4 3107"
[1] "5gram bllip-sm 1111 bnc-brown 4 1696"
[1] "5gram bllip-sm 1111 dundee 4 24612"
[1] "5gram bllip-sm 1111 natural-stories 4 3088"
[1] "5gram bllip-xs 1111 bnc-brown 4 1688"
[1] "5gram bllip-xs 1111 dundee 4 24565"
[1] "5gram bllip-xs 1111 natural-stories 4 3061"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 4 1692"
[1] "gpt2 bllip-lg 1587139950 dundee 4 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 4 3087"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 4 1709"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 4 24458"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 4 3104"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 4 1697"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 4 24568"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 4 3112"
[1] "gpt2 bllip-md 1586986276 bnc-brown 4 1695"
[1] "gpt2 bllip-md 1586986276 dundee 4 24567"
[1] "gpt2 bllip-md 1586986276 natural-stories 4 3123"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 4 24557"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 4 3060"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 4 1695"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 4 24504"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 4 3069"
|============================= | 31% ~5 s remaining [1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 4 1688"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 4 24564"
|=============================== | 33% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 4 1682"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 4 24539"
|================================== | 35% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 4 3102"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 4 1679"
|==================================== | 37% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 4 24506"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 4 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 4 1705"
|======================================= | 40% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 4 24490"
|======================================== | 41% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 4 3071"
[1] "rnng bllip-lg 7245 bnc-brown 4 1692"
|========================================== | 43% ~4 s remaining [1] "rnng bllip-lg 7245 dundee 4 24588"
|=========================================== | 44% ~4 s remaining [1] "rnng bllip-lg 7245 natural-stories 4 3081"
[1] "rnng bllip-md 3602 bnc-brown 4 1678"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 4 24549"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 4 3089"
[1] "rnng bllip-md 44862 bnc-brown 4 1702"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 4 24565"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 4 3040"
[1] "rnng bllip-sm 7877 bnc-brown 4 1702"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 4 24600"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 4 3090"
[1] "rnng bllip-sm 64924 bnc-brown 4 1710"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 4 24508"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 4 3099"
[1] "rnng bllip-xs 4301 bnc-brown 4 1681"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 4 24588"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 4 3092"
[1] "rnng bllip-xs 28066 bnc-brown 4 1677"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 4 24603"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 4 3106"
[1] "rnng bllip-xs 28068 bnc-brown 4 1682"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 4 24580"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 4 3110"
[1] "rnng bllip-xs 51272 bnc-brown 4 1704"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 4 24483"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 4 3093"
[1] "vanilla bllip-lg 111 bnc-brown 4 1700"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 4 24511"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 4 3100"
[1] "vanilla bllip-md 120 bnc-brown 4 1703"
|========================================================================= | 75% ~2 s remaining [1] "vanilla bllip-md 120 dundee 4 24533"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 4 3130"
[1] "vanilla bllip-md 607 bnc-brown 4 1681"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 4 1696"
[1] "vanilla bllip-md 922 dundee 4 24555"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 4 3085"
[1] "vanilla bllip-sm 111 bnc-brown 4 1684"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 4 24576"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 4 3103"
[1] "vanilla bllip-sm 120 bnc-brown 4 1695"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 4 24545"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 4 3105"
[1] "vanilla bllip-sm 922 bnc-brown 4 1692"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 4 24491"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 4 3103"
[1] "vanilla bllip-xs 111 bnc-brown 4 1682"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 4 24523"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 4 3074"
[1] "vanilla bllip-xs 120 bnc-brown 4 1693"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 4 24545"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 4 3126"
[1] "vanilla bllip-xs 922 bnc-brown 4 1680"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 4 24644"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 4 3095"
[1] "5gram bllip-lg 1111 bnc-brown 4 1697"
[1] "5gram bllip-lg 1111 dundee 4 24626"
[1] "5gram bllip-lg 1111 natural-stories 4 3103"
[1] "5gram bllip-md 1111 bnc-brown 4 1684"
[1] "5gram bllip-md 1111 dundee 4 24523"
[1] "5gram bllip-md 1111 natural-stories 4 3107"
[1] "5gram bllip-sm 1111 bnc-brown 4 1696"
[1] "5gram bllip-sm 1111 dundee 4 24612"
[1] "5gram bllip-sm 1111 natural-stories 4 3088"
[1] "5gram bllip-xs 1111 bnc-brown 4 1688"
[1] "5gram bllip-xs 1111 dundee 4 24565"
[1] "5gram bllip-xs 1111 natural-stories 4 3061"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 4 1692"
[1] "gpt2 bllip-lg 1587139950 dundee 4 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 4 3087"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 4 1709"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 4 24458"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 4 3104"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 4 1697"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 4 24568"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 4 3112"
[1] "gpt2 bllip-md 1586986276 bnc-brown 4 1695"
[1] "gpt2 bllip-md 1586986276 dundee 4 24567"
[1] "gpt2 bllip-md 1586986276 natural-stories 4 3123"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 4 24557"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 4 3060"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 4 1695"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 4 24504"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 4 3069"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 4 1688"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 4 24564"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 4 1682"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 4 24539"
|================================== | 35% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 4 3102"
|=================================== | 36% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 4 1679"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 4 24506"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 4 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 4 1705"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 4 24490"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 4 3071"
[1] "rnng bllip-lg 7245 bnc-brown 4 1692"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 4 24588"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 4 3081"
[1] "rnng bllip-md 3602 bnc-brown 4 1678"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 4 24549"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 4 3089"
[1] "rnng bllip-md 44862 bnc-brown 4 1702"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 4 24565"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 4 3040"
[1] "rnng bllip-sm 7877 bnc-brown 4 1702"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 4 24600"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 4 3090"
[1] "rnng bllip-sm 64924 bnc-brown 4 1710"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 4 24508"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 4 3099"
[1] "rnng bllip-xs 4301 bnc-brown 4 1681"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 4 24588"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 4 3092"
[1] "rnng bllip-xs 28066 bnc-brown 4 1677"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 4 24603"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 4 3106"
[1] "rnng bllip-xs 28068 bnc-brown 4 1682"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 4 24580"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 4 3110"
|================================================================== | 67% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 4 1704"
[1] "rnng bllip-xs 51272 dundee 4 24483"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 4 3093"
[1] "vanilla bllip-lg 111 bnc-brown 4 1700"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 4 24511"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 4 3100"
[1] "vanilla bllip-md 120 bnc-brown 4 1703"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 4 24533"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 4 3130"
[1] "vanilla bllip-md 607 bnc-brown 4 1681"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 4 1696"
[1] "vanilla bllip-md 922 dundee 4 24555"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 4 3085"
[1] "vanilla bllip-sm 111 bnc-brown 4 1684"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 4 24576"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 4 3103"
[1] "vanilla bllip-sm 120 bnc-brown 4 1695"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 4 24545"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 4 3105"
[1] "vanilla bllip-sm 922 bnc-brown 4 1692"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 4 24491"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 4 3103"
[1] "vanilla bllip-xs 111 bnc-brown 4 1682"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 4 24523"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 4 3074"
[1] "vanilla bllip-xs 120 bnc-brown 4 1693"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 4 24545"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 4 3126"
|============================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 4 1680"
[1] "vanilla bllip-xs 922 dundee 4 24644"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 4 3095"[1] "5gram bllip-lg 1111 bnc-brown 5 1695"
[1] "5gram bllip-lg 1111 dundee 5 24529"
[1] "5gram bllip-lg 1111 natural-stories 5 3120"
[1] "5gram bllip-md 1111 bnc-brown 5 1672"
[1] "5gram bllip-md 1111 dundee 5 24510"
[1] "5gram bllip-md 1111 natural-stories 5 3106"
[1] "5gram bllip-sm 1111 bnc-brown 5 1704"
[1] "5gram bllip-sm 1111 dundee 5 24547"
[1] "5gram bllip-sm 1111 natural-stories 5 3083"
[1] "5gram bllip-xs 1111 bnc-brown 5 1694"
[1] "5gram bllip-xs 1111 dundee 5 24470"
[1] "5gram bllip-xs 1111 natural-stories 5 3122"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 5 1706"
[1] "gpt2 bllip-lg 1587139950 dundee 5 24535"
[1] "gpt2 bllip-lg 1587139950 natural-stories 5 3095"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 5 1680"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 5 24557"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 5 3079"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 5 1702"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 5 24552"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 5 3073"
[1] "gpt2 bllip-md 1586986276 bnc-brown 5 1695"
[1] "gpt2 bllip-md 1586986276 dundee 5 24522"
[1] "gpt2 bllip-md 1586986276 natural-stories 5 3100"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 5 24573"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 5 3112"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 5 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 5 24601"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 5 3088"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 5 1708"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 5 24519"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 5 1715"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 5 24514"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 5 3077"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 5 1693"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 5 24687"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 5 3102"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 5 1698"
|======================================= | 40% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 5 24573"
|======================================== | 41% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 5 3122"
[1] "rnng bllip-lg 7245 bnc-brown 5 1701"
|========================================== | 43% ~4 s remaining [1] "rnng bllip-lg 7245 dundee 5 24474"
|=========================================== | 44% ~4 s remaining [1] "rnng bllip-lg 7245 natural-stories 5 3118"
[1] "rnng bllip-md 3602 bnc-brown 5 1679"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 5 24426"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 5 3101"
[1] "rnng bllip-md 44862 bnc-brown 5 1692"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 5 24537"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 5 3116"
[1] "rnng bllip-sm 7877 bnc-brown 5 1683"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 5 24577"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 5 3106"
[1] "rnng bllip-sm 64924 bnc-brown 5 1709"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 5 24504"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 5 3084"
[1] "rnng bllip-xs 4301 bnc-brown 5 1694"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 5 24568"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 5 3074"
[1] "rnng bllip-xs 28066 bnc-brown 5 1705"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 5 24574"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 5 3092"
[1] "rnng bllip-xs 28068 bnc-brown 5 1687"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 5 24592"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 5 3084"
[1] "rnng bllip-xs 51272 bnc-brown 5 1702"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 5 24552"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 5 3060"
[1] "vanilla bllip-lg 111 bnc-brown 5 1687"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 5 24485"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 5 3103"
[1] "vanilla bllip-md 120 bnc-brown 5 1703"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 5 24586"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 5 3107"
[1] "vanilla bllip-md 607 bnc-brown 5 1688"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 5 1698"
[1] "vanilla bllip-md 922 dundee 5 24554"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 5 3077"
[1] "vanilla bllip-sm 111 bnc-brown 5 1704"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 5 24546"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 5 3101"
[1] "vanilla bllip-sm 120 bnc-brown 5 1705"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 5 24507"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 5 3089"
|===================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 5 1706"
[1] "vanilla bllip-sm 922 dundee 5 24588"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 5 3096"
[1] "vanilla bllip-xs 111 bnc-brown 5 1687"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 5 24569"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 5 3128"
[1] "vanilla bllip-xs 120 bnc-brown 5 1712"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 5 24501"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 5 3109"
[1] "vanilla bllip-xs 922 bnc-brown 5 1691"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 5 24515"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 5 3098"
[1] "5gram bllip-lg 1111 bnc-brown 5 1695"
[1] "5gram bllip-lg 1111 dundee 5 24529"
[1] "5gram bllip-lg 1111 natural-stories 5 3120"
[1] "5gram bllip-md 1111 bnc-brown 5 1672"
[1] "5gram bllip-md 1111 dundee 5 24510"
[1] "5gram bllip-md 1111 natural-stories 5 3106"
[1] "5gram bllip-sm 1111 bnc-brown 5 1704"
[1] "5gram bllip-sm 1111 dundee 5 24547"
[1] "5gram bllip-sm 1111 natural-stories 5 3083"
[1] "5gram bllip-xs 1111 bnc-brown 5 1694"
[1] "5gram bllip-xs 1111 dundee 5 24470"
[1] "5gram bllip-xs 1111 natural-stories 5 3122"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 5 1706"
[1] "gpt2 bllip-lg 1587139950 dundee 5 24535"
[1] "gpt2 bllip-lg 1587139950 natural-stories 5 3095"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 5 1680"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 5 24557"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 5 3079"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 5 1702"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 5 24552"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 5 3073"
[1] "gpt2 bllip-md 1586986276 bnc-brown 5 1695"
[1] "gpt2 bllip-md 1586986276 dundee 5 24522"
[1] "gpt2 bllip-md 1586986276 natural-stories 5 3100"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 5 24573"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 5 3112"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 5 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 5 24601"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 5 3088"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 5 1708"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 5 24519"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 5 1715"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 5 24514"
|================================== | 35% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 5 3077"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 5 1693"
|==================================== | 37% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 5 24687"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 5 3102"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 5 1698"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 5 24573"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 5 3122"
[1] "rnng bllip-lg 7245 bnc-brown 5 1701"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 5 24474"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 5 3118"
|============================================ | 45% ~3 s remaining [1] "rnng bllip-md 3602 bnc-brown 5 1679"
[1] "rnng bllip-md 3602 dundee 5 24426"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 5 3101"
[1] "rnng bllip-md 44862 bnc-brown 5 1692"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 5 24537"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 5 3116"
[1] "rnng bllip-sm 7877 bnc-brown 5 1683"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 5 24577"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 5 3106"
[1] "rnng bllip-sm 64924 bnc-brown 5 1709"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 5 24504"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 5 3084"
[1] "rnng bllip-xs 4301 bnc-brown 5 1694"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 5 24568"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 5 3074"
[1] "rnng bllip-xs 28066 bnc-brown 5 1705"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 5 24574"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 5 3092"
|============================================================== | 64% ~2 s remaining [1] "rnng bllip-xs 28068 bnc-brown 5 1687"
[1] "rnng bllip-xs 28068 dundee 5 24592"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 5 3084"
[1] "rnng bllip-xs 51272 bnc-brown 5 1702"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 5 24552"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 5 3060"
[1] "vanilla bllip-lg 111 bnc-brown 5 1687"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 5 24485"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 5 3103"
[1] "vanilla bllip-md 120 bnc-brown 5 1703"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 5 24586"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 5 3107"
[1] "vanilla bllip-md 607 bnc-brown 5 1688"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 5 1698"
[1] "vanilla bllip-md 922 dundee 5 24554"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 5 3077"
|=============================================================================== | 81% ~1 s remaining [1] "vanilla bllip-sm 111 bnc-brown 5 1704"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 5 24546"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 5 3101"
[1] "vanilla bllip-sm 120 bnc-brown 5 1705"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 5 24507"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 5 3089"
|===================================================================================== | 87% ~1 s remaining [1] "vanilla bllip-sm 922 bnc-brown 5 1706"
[1] "vanilla bllip-sm 922 dundee 5 24588"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 5 3096"
|======================================================================================== | 91% ~1 s remaining [1] "vanilla bllip-xs 111 bnc-brown 5 1687"
[1] "vanilla bllip-xs 111 dundee 5 24569"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 5 3128"
[1] "vanilla bllip-xs 120 bnc-brown 5 1712"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 5 24501"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 5 3109"
[1] "vanilla bllip-xs 922 bnc-brown 5 1691"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 5 24515"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 5 3098"[1] "5gram bllip-lg 1111 bnc-brown 6 1683"
[1] "5gram bllip-lg 1111 dundee 6 24583"
[1] "5gram bllip-lg 1111 natural-stories 6 3082"
[1] "5gram bllip-md 1111 bnc-brown 6 1724"
[1] "5gram bllip-md 1111 dundee 6 24575"
[1] "5gram bllip-md 1111 natural-stories 6 3087"
[1] "5gram bllip-sm 1111 bnc-brown 6 1712"
[1] "5gram bllip-sm 1111 dundee 6 24567"
[1] "5gram bllip-sm 1111 natural-stories 6 3127"
[1] "5gram bllip-xs 1111 bnc-brown 6 1694"
[1] "5gram bllip-xs 1111 dundee 6 24573"
[1] "5gram bllip-xs 1111 natural-stories 6 3092"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 6 1691"
[1] "gpt2 bllip-lg 1587139950 dundee 6 24572"
[1] "gpt2 bllip-lg 1587139950 natural-stories 6 3110"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 6 1700"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 6 24584"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 6 3069"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 6 1675"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 6 24565"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 6 3092"
[1] "gpt2 bllip-md 1586986276 bnc-brown 6 1697"
[1] "gpt2 bllip-md 1586986276 dundee 6 24572"
[1] "gpt2 bllip-md 1586986276 natural-stories 6 3066"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 6 24608"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 6 3080"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 6 1658"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 6 24613"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 6 3090"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 6 1695"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 6 24467"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 6 1705"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 6 24597"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 6 3097"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 6 1688"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 6 24547"
|===================================== | 38% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 6 3085"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 6 1660"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 6 24619"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 6 3111"
[1] "rnng bllip-lg 7245 bnc-brown 6 1693"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 6 24494"
|=========================================== | 44% ~4 s remaining [1] "rnng bllip-lg 7245 natural-stories 6 3098"
[1] "rnng bllip-md 3602 bnc-brown 6 1702"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 6 24484"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 6 3099"
|=============================================== | 48% ~3 s remaining [1] "rnng bllip-md 44862 bnc-brown 6 1683"
[1] "rnng bllip-md 44862 dundee 6 24539"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 6 3103"
[1] "rnng bllip-sm 7877 bnc-brown 6 1696"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 6 24483"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 6 3092"
[1] "rnng bllip-sm 64924 bnc-brown 6 1698"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 6 24558"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 6 3100"
[1] "rnng bllip-xs 4301 bnc-brown 6 1693"
|========================================================= | 59% ~3 s remaining [1] "rnng bllip-xs 4301 dundee 6 24554"
|========================================================== | 60% ~3 s remaining [1] "rnng bllip-xs 4301 natural-stories 6 3097"
[1] "rnng bllip-xs 28066 bnc-brown 6 1693"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 6 24539"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 6 3110"
[1] "rnng bllip-xs 28068 bnc-brown 6 1679"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 6 24635"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 6 3076"
[1] "rnng bllip-xs 51272 bnc-brown 6 1679"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 6 24539"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 6 3103"
[1] "vanilla bllip-lg 111 bnc-brown 6 1703"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 6 24581"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 6 3080"
[1] "vanilla bllip-md 120 bnc-brown 6 1696"
|========================================================================= | 75% ~2 s remaining [1] "vanilla bllip-md 120 dundee 6 24528"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 6 3082"
|=========================================================================== | 77% ~1 s remaining [1] "vanilla bllip-md 607 bnc-brown 6 1686"
[1] "vanilla bllip-md 922 bnc-brown 6 1685"
|============================================================================= | 79% ~1 s remaining [1] "vanilla bllip-md 922 dundee 6 24543"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 6 3095"
[1] "vanilla bllip-sm 111 bnc-brown 6 1711"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 6 24431"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 6 3107"
[1] "vanilla bllip-sm 120 bnc-brown 6 1690"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 6 24477"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 6 3100"
[1] "vanilla bllip-sm 922 bnc-brown 6 1676"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 6 24575"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 6 3082"
[1] "vanilla bllip-xs 111 bnc-brown 6 1697"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 6 24572"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 6 3099"
[1] "vanilla bllip-xs 120 bnc-brown 6 1712"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 6 24608"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 6 3092"
|============================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 6 1674"
[1] "vanilla bllip-xs 922 dundee 6 24450"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 6 3105"
|==================================================================================================|100% ~0 s remaining [1] "5gram bllip-lg 1111 bnc-brown 6 1683"
[1] "5gram bllip-lg 1111 dundee 6 24583"
[1] "5gram bllip-lg 1111 natural-stories 6 3082"
[1] "5gram bllip-md 1111 bnc-brown 6 1724"
[1] "5gram bllip-md 1111 dundee 6 24575"
[1] "5gram bllip-md 1111 natural-stories 6 3087"
[1] "5gram bllip-sm 1111 bnc-brown 6 1712"
[1] "5gram bllip-sm 1111 dundee 6 24567"
[1] "5gram bllip-sm 1111 natural-stories 6 3127"
[1] "5gram bllip-xs 1111 bnc-brown 6 1694"
[1] "5gram bllip-xs 1111 dundee 6 24573"
[1] "5gram bllip-xs 1111 natural-stories 6 3092"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 6 1691"
[1] "gpt2 bllip-lg 1587139950 dundee 6 24572"
[1] "gpt2 bllip-lg 1587139950 natural-stories 6 3110"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 6 1700"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 6 24584"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 6 3069"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 6 1675"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 6 24565"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 6 3092"
[1] "gpt2 bllip-md 1586986276 bnc-brown 6 1697"
[1] "gpt2 bllip-md 1586986276 dundee 6 24572"
[1] "gpt2 bllip-md 1586986276 natural-stories 6 3066"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 6 24608"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 6 3080"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 6 1658"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 6 24613"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 6 3090"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 6 1695"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 6 24467"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 6 1705"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 6 24597"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 6 3097"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 6 1688"
|==================================== | 37% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 6 24547"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 6 3085"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 6 1660"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 6 24619"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 6 3111"
[1] "rnng bllip-lg 7245 bnc-brown 6 1693"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 6 24494"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 6 3098"
[1] "rnng bllip-md 3602 bnc-brown 6 1702"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 6 24484"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 6 3099"
[1] "rnng bllip-md 44862 bnc-brown 6 1683"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 6 24539"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 6 3103"
[1] "rnng bllip-sm 7877 bnc-brown 6 1696"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 6 24483"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 6 3092"
[1] "rnng bllip-sm 64924 bnc-brown 6 1698"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 6 24558"
|======================================================= | 57% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 6 3100"
|======================================================== | 58% ~2 s remaining [1] "rnng bllip-xs 4301 bnc-brown 6 1693"
[1] "rnng bllip-xs 4301 dundee 6 24554"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 6 3097"
[1] "rnng bllip-xs 28066 bnc-brown 6 1693"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 6 24539"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 6 3110"
[1] "rnng bllip-xs 28068 bnc-brown 6 1679"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 6 24635"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 6 3076"
[1] "rnng bllip-xs 51272 bnc-brown 6 1679"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 6 24539"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 6 3103"
[1] "vanilla bllip-lg 111 bnc-brown 6 1703"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 6 24581"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 6 3080"
[1] "vanilla bllip-md 120 bnc-brown 6 1696"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 6 24528"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 6 3082"
[1] "vanilla bllip-md 607 bnc-brown 6 1686"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 6 1685"
[1] "vanilla bllip-md 922 dundee 6 24543"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 6 3095"
[1] "vanilla bllip-sm 111 bnc-brown 6 1711"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 6 24431"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 6 3107"
[1] "vanilla bllip-sm 120 bnc-brown 6 1690"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 6 24477"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 6 3100"
[1] "vanilla bllip-sm 922 bnc-brown 6 1676"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 6 24575"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 6 3082"
[1] "vanilla bllip-xs 111 bnc-brown 6 1697"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 6 24572"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 6 3099"
[1] "vanilla bllip-xs 120 bnc-brown 6 1712"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 6 24608"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 6 3092"
[1] "vanilla bllip-xs 922 bnc-brown 6 1674"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 6 24450"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 6 3105"[1] "5gram bllip-lg 1111 bnc-brown 7 1690"
[1] "5gram bllip-lg 1111 dundee 7 24566"
[1] "5gram bllip-lg 1111 natural-stories 7 3101"
[1] "5gram bllip-md 1111 bnc-brown 7 1677"
[1] "5gram bllip-md 1111 dundee 7 24554"
[1] "5gram bllip-md 1111 natural-stories 7 3105"
[1] "5gram bllip-sm 1111 bnc-brown 7 1688"
[1] "5gram bllip-sm 1111 dundee 7 24617"
[1] "5gram bllip-sm 1111 natural-stories 7 3102"
[1] "5gram bllip-xs 1111 bnc-brown 7 1727"
[1] "5gram bllip-xs 1111 dundee 7 24592"
[1] "5gram bllip-xs 1111 natural-stories 7 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 7 1682"
[1] "gpt2 bllip-lg 1587139950 dundee 7 24598"
[1] "gpt2 bllip-lg 1587139950 natural-stories 7 3130"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 7 1703"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 7 24588"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 7 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 7 1695"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 7 24439"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 7 3093"
[1] "gpt2 bllip-md 1586986276 bnc-brown 7 1695"
[1] "gpt2 bllip-md 1586986276 dundee 7 24447"
[1] "gpt2 bllip-md 1586986276 natural-stories 7 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 7 24467"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 7 3084"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 7 1703"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 7 24614"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 7 3078"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 7 1689"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 7 24552"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 7 1710"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 7 24533"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 7 3101"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 7 1698"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 7 24523"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 7 3128"
|====================================== | 39% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 7 1710"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 7 24563"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 7 3111"
[1] "rnng bllip-lg 7245 bnc-brown 7 1698"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 7 24556"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 7 3127"
[1] "rnng bllip-md 3602 bnc-brown 7 1690"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 7 24602"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 7 3088"
[1] "rnng bllip-md 44862 bnc-brown 7 1708"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 7 24570"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 7 3095"
[1] "rnng bllip-sm 7877 bnc-brown 7 1696"
|=================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 7877 dundee 7 24532"
|==================================================== | 54% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 7 3080"
[1] "rnng bllip-sm 64924 bnc-brown 7 1673"
|====================================================== | 56% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 7 24581"
|======================================================= | 57% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 7 3106"
[1] "rnng bllip-xs 4301 bnc-brown 7 1696"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 7 24594"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 7 3064"
[1] "rnng bllip-xs 28066 bnc-brown 7 1681"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 7 24485"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 7 3052"
[1] "rnng bllip-xs 28068 bnc-brown 7 1686"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 7 24458"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 7 3117"
[1] "rnng bllip-xs 51272 bnc-brown 7 1664"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 7 24526"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 7 3118"
[1] "vanilla bllip-lg 111 bnc-brown 7 1690"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 7 24520"
|======================================================================= | 73% ~1 s remaining [1] "vanilla bllip-lg 111 natural-stories 7 3103"
[1] "vanilla bllip-md 120 bnc-brown 7 1663"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 7 24522"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 7 3079"
[1] "vanilla bllip-md 607 bnc-brown 7 1701"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 7 1700"
[1] "vanilla bllip-md 922 dundee 7 24500"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 7 3063"
[1] "vanilla bllip-sm 111 bnc-brown 7 1710"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 7 24646"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 7 3079"
[1] "vanilla bllip-sm 120 bnc-brown 7 1676"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 7 24583"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 7 3104"
[1] "vanilla bllip-sm 922 bnc-brown 7 1702"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 7 24515"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 7 3102"
[1] "vanilla bllip-xs 111 bnc-brown 7 1698"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 7 24531"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 7 3100"
[1] "vanilla bllip-xs 120 bnc-brown 7 1664"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 7 24499"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 7 3112"
[1] "vanilla bllip-xs 922 bnc-brown 7 1672"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 7 24639"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 7 3106"
[1] "5gram bllip-lg 1111 bnc-brown 7 1690"
[1] "5gram bllip-lg 1111 dundee 7 24566"
[1] "5gram bllip-lg 1111 natural-stories 7 3101"
[1] "5gram bllip-md 1111 bnc-brown 7 1677"
[1] "5gram bllip-md 1111 dundee 7 24554"
[1] "5gram bllip-md 1111 natural-stories 7 3105"
[1] "5gram bllip-sm 1111 bnc-brown 7 1688"
[1] "5gram bllip-sm 1111 dundee 7 24617"
[1] "5gram bllip-sm 1111 natural-stories 7 3102"
[1] "5gram bllip-xs 1111 bnc-brown 7 1727"
[1] "5gram bllip-xs 1111 dundee 7 24592"
[1] "5gram bllip-xs 1111 natural-stories 7 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 7 1682"
[1] "gpt2 bllip-lg 1587139950 dundee 7 24598"
[1] "gpt2 bllip-lg 1587139950 natural-stories 7 3130"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 7 1703"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 7 24588"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 7 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 7 1695"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 7 24439"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 7 3093"
[1] "gpt2 bllip-md 1586986276 bnc-brown 7 1695"
[1] "gpt2 bllip-md 1586986276 dundee 7 24447"
[1] "gpt2 bllip-md 1586986276 natural-stories 7 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 7 24467"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 7 3084"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 7 1703"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 7 24614"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 7 3078"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 7 1689"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 7 24552"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 7 1710"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 7 24533"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 7 3101"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 7 1698"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 7 24523"
|===================================== | 38% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 7 3128"
|====================================== | 39% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 7 1710"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 7 24563"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 7 3111"
[1] "rnng bllip-lg 7245 bnc-brown 7 1698"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 7 24556"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 7 3127"
[1] "rnng bllip-md 3602 bnc-brown 7 1690"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 7 24602"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 7 3088"
[1] "rnng bllip-md 44862 bnc-brown 7 1708"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 7 24570"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 7 3095"
[1] "rnng bllip-sm 7877 bnc-brown 7 1696"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 7 24532"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 7 3080"
[1] "rnng bllip-sm 64924 bnc-brown 7 1673"
|====================================================== | 56% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 7 24581"
|======================================================= | 57% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 7 3106"
[1] "rnng bllip-xs 4301 bnc-brown 7 1696"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 7 24594"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 7 3064"
|=========================================================== | 61% ~2 s remaining [1] "rnng bllip-xs 28066 bnc-brown 7 1681"
[1] "rnng bllip-xs 28066 dundee 7 24485"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 7 3052"
[1] "rnng bllip-xs 28068 bnc-brown 7 1686"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 7 24458"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 7 3117"
|================================================================== | 67% ~2 s remaining [1] "rnng bllip-xs 51272 bnc-brown 7 1664"
[1] "rnng bllip-xs 51272 dundee 7 24526"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 7 3118"
[1] "vanilla bllip-lg 111 bnc-brown 7 1690"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 7 24520"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 7 3103"
[1] "vanilla bllip-md 120 bnc-brown 7 1663"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 7 24522"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 7 3079"
[1] "vanilla bllip-md 607 bnc-brown 7 1701"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 7 1700"
[1] "vanilla bllip-md 922 dundee 7 24500"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 7 3063"
[1] "vanilla bllip-sm 111 bnc-brown 7 1710"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 7 24646"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 7 3079"
[1] "vanilla bllip-sm 120 bnc-brown 7 1676"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 7 24583"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 7 3104"
[1] "vanilla bllip-sm 922 bnc-brown 7 1702"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 7 24515"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 7 3102"
[1] "vanilla bllip-xs 111 bnc-brown 7 1698"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 7 24531"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 7 3100"
[1] "vanilla bllip-xs 120 bnc-brown 7 1664"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 7 24499"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 7 3112"
[1] "vanilla bllip-xs 922 bnc-brown 7 1672"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 7 24639"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 7 3106"[1] "5gram bllip-lg 1111 bnc-brown 8 1706"
[1] "5gram bllip-lg 1111 dundee 8 24557"
[1] "5gram bllip-lg 1111 natural-stories 8 3085"
[1] "5gram bllip-md 1111 bnc-brown 8 1698"
[1] "5gram bllip-md 1111 dundee 8 24609"
[1] "5gram bllip-md 1111 natural-stories 8 3140"
[1] "5gram bllip-sm 1111 bnc-brown 8 1675"
[1] "5gram bllip-sm 1111 dundee 8 24523"
[1] "5gram bllip-sm 1111 natural-stories 8 3122"
[1] "5gram bllip-xs 1111 bnc-brown 8 1695"
[1] "5gram bllip-xs 1111 dundee 8 24484"
[1] "5gram bllip-xs 1111 natural-stories 8 3082"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 8 1668"
[1] "gpt2 bllip-lg 1587139950 dundee 8 24619"
[1] "gpt2 bllip-lg 1587139950 natural-stories 8 3064"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 8 1696"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 8 24564"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 8 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 8 1662"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 8 24519"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 8 3117"
[1] "gpt2 bllip-md 1586986276 bnc-brown 8 1691"
[1] "gpt2 bllip-md 1586986276 dundee 8 24535"
[1] "gpt2 bllip-md 1586986276 natural-stories 8 3093"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 8 24599"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 8 3103"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 8 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 8 24521"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 8 3107"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 8 1685"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 8 24510"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 8 1659"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 8 24531"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 8 3118"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 8 1714"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 8 24549"
|===================================== | 38% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 8 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 8 1701"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 8 24542"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 8 3079"
[1] "rnng bllip-lg 7245 bnc-brown 8 1673"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 8 24514"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 8 3087"
|============================================ | 45% ~3 s remaining [1] "rnng bllip-md 3602 bnc-brown 8 1707"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 8 24537"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 8 3128"
[1] "rnng bllip-md 44862 bnc-brown 8 1684"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 8 24526"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 8 3112"
[1] "rnng bllip-sm 7877 bnc-brown 8 1678"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 8 24594"
|==================================================== | 54% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 8 3115"
[1] "rnng bllip-sm 64924 bnc-brown 8 1682"
|====================================================== | 56% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 8 24480"
|======================================================= | 57% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 8 3058"
[1] "rnng bllip-xs 4301 bnc-brown 8 1693"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 8 24599"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 8 3118"
[1] "rnng bllip-xs 28066 bnc-brown 8 1703"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 8 24573"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 8 3117"
[1] "rnng bllip-xs 28068 bnc-brown 8 1683"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 8 24611"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 8 3074"
[1] "rnng bllip-xs 51272 bnc-brown 8 1706"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 8 24534"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 8 3112"
[1] "vanilla bllip-lg 111 bnc-brown 8 1693"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 8 24559"
|======================================================================= | 73% ~1 s remaining [1] "vanilla bllip-lg 111 natural-stories 8 3103"
[1] "vanilla bllip-md 120 bnc-brown 8 1705"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 8 24553"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 8 3100"
[1] "vanilla bllip-md 607 bnc-brown 8 1677"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 8 1668"
|============================================================================= | 79% ~1 s remaining [1] "vanilla bllip-md 922 dundee 8 24570"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 8 3098"
[1] "vanilla bllip-sm 111 bnc-brown 8 1690"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 8 24538"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 8 3088"
[1] "vanilla bllip-sm 120 bnc-brown 8 1704"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 8 24535"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 8 3101"
[1] "vanilla bllip-sm 922 bnc-brown 8 1696"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 8 24520"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 8 3068"
[1] "vanilla bllip-xs 111 bnc-brown 8 1710"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 8 24521"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 8 3081"
[1] "vanilla bllip-xs 120 bnc-brown 8 1716"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 8 24552"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 8 3094"
|============================================================================================== | 97% ~0 s remaining [1] "vanilla bllip-xs 922 bnc-brown 8 1710"
[1] "vanilla bllip-xs 922 dundee 8 24510"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 8 3100"
[1] "5gram bllip-lg 1111 bnc-brown 8 1706"
[1] "5gram bllip-lg 1111 dundee 8 24557"
[1] "5gram bllip-lg 1111 natural-stories 8 3085"
[1] "5gram bllip-md 1111 bnc-brown 8 1698"
[1] "5gram bllip-md 1111 dundee 8 24609"
[1] "5gram bllip-md 1111 natural-stories 8 3140"
[1] "5gram bllip-sm 1111 bnc-brown 8 1675"
[1] "5gram bllip-sm 1111 dundee 8 24523"
[1] "5gram bllip-sm 1111 natural-stories 8 3122"
[1] "5gram bllip-xs 1111 bnc-brown 8 1695"
[1] "5gram bllip-xs 1111 dundee 8 24484"
[1] "5gram bllip-xs 1111 natural-stories 8 3082"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 8 1668"
[1] "gpt2 bllip-lg 1587139950 dundee 8 24619"
[1] "gpt2 bllip-lg 1587139950 natural-stories 8 3064"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 8 1696"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 8 24564"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 8 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 8 1662"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 8 24519"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 8 3117"
[1] "gpt2 bllip-md 1586986276 bnc-brown 8 1691"
[1] "gpt2 bllip-md 1586986276 dundee 8 24535"
[1] "gpt2 bllip-md 1586986276 natural-stories 8 3093"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 8 24599"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 8 3103"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 8 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 8 24521"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 8 3107"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 8 1685"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 8 24510"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 8 1659"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 8 24531"
|================================== | 35% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 8 3118"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 8 1714"
|==================================== | 37% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 8 24549"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 8 3083"
|====================================== | 39% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 8 1701"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 8 24542"
|======================================== | 41% ~4 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 8 3079"
[1] "rnng bllip-lg 7245 bnc-brown 8 1673"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 8 24514"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 8 3087"
[1] "rnng bllip-md 3602 bnc-brown 8 1707"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 8 24537"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 8 3128"
[1] "rnng bllip-md 44862 bnc-brown 8 1684"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 8 24526"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 8 3112"
[1] "rnng bllip-sm 7877 bnc-brown 8 1678"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 8 24594"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 8 3115"
[1] "rnng bllip-sm 64924 bnc-brown 8 1682"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 8 24480"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 8 3058"
[1] "rnng bllip-xs 4301 bnc-brown 8 1693"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 8 24599"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 8 3118"
[1] "rnng bllip-xs 28066 bnc-brown 8 1703"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 8 24573"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 8 3117"
[1] "rnng bllip-xs 28068 bnc-brown 8 1683"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 8 24611"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 8 3074"
[1] "rnng bllip-xs 51272 bnc-brown 8 1706"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 8 24534"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 8 3112"
[1] "vanilla bllip-lg 111 bnc-brown 8 1693"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 8 24559"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 8 3103"
[1] "vanilla bllip-md 120 bnc-brown 8 1705"
|========================================================================= | 75% ~2 s remaining [1] "vanilla bllip-md 120 dundee 8 24553"
|========================================================================== | 76% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 8 3100"
[1] "vanilla bllip-md 607 bnc-brown 8 1677"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 8 1668"
[1] "vanilla bllip-md 922 dundee 8 24570"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 8 3098"
[1] "vanilla bllip-sm 111 bnc-brown 8 1690"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 8 24538"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 8 3088"
[1] "vanilla bllip-sm 120 bnc-brown 8 1704"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 8 24535"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 8 3101"
[1] "vanilla bllip-sm 922 bnc-brown 8 1696"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 8 24520"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 8 3068"
[1] "vanilla bllip-xs 111 bnc-brown 8 1710"
|========================================================================================= | 92% ~1 s remaining [1] "vanilla bllip-xs 111 dundee 8 24521"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 8 3081"
[1] "vanilla bllip-xs 120 bnc-brown 8 1716"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 8 24552"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 8 3094"
[1] "vanilla bllip-xs 922 bnc-brown 8 1710"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 8 24510"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 8 3100"[1] "5gram bllip-lg 1111 bnc-brown 9 1676"
[1] "5gram bllip-lg 1111 dundee 9 24555"
[1] "5gram bllip-lg 1111 natural-stories 9 3061"
[1] "5gram bllip-md 1111 bnc-brown 9 1696"
[1] "5gram bllip-md 1111 dundee 9 24522"
[1] "5gram bllip-md 1111 natural-stories 9 3098"
[1] "5gram bllip-sm 1111 bnc-brown 9 1680"
[1] "5gram bllip-sm 1111 dundee 9 24468"
[1] "5gram bllip-sm 1111 natural-stories 9 3083"
[1] "5gram bllip-xs 1111 bnc-brown 9 1694"
[1] "5gram bllip-xs 1111 dundee 9 24489"
[1] "5gram bllip-xs 1111 natural-stories 9 3085"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 9 1689"
[1] "gpt2 bllip-lg 1587139950 dundee 9 24471"
[1] "gpt2 bllip-lg 1587139950 natural-stories 9 3121"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 9 1701"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 9 24527"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 9 3112"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 9 1728"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 9 24523"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 9 3096"
[1] "gpt2 bllip-md 1586986276 bnc-brown 9 1695"
[1] "gpt2 bllip-md 1586986276 dundee 9 24595"
[1] "gpt2 bllip-md 1586986276 natural-stories 9 3108"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 9 24560"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 9 3085"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 9 1697"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 9 24579"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 9 3099"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 9 1669"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 9 24575"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 9 1670"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 9 24607"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 9 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 9 1704"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 9 24547"
|===================================== | 38% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 9 3134"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 9 1685"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 9 24539"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 9 3116"
[1] "rnng bllip-lg 7245 bnc-brown 9 1702"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 9 24560"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 9 3082"
[1] "rnng bllip-md 3602 bnc-brown 9 1678"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 9 24630"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 9 3105"
[1] "rnng bllip-md 44862 bnc-brown 9 1688"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 9 24632"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 9 3131"
[1] "rnng bllip-sm 7877 bnc-brown 9 1679"
|=================================================== | 53% ~2 s remaining [1] "rnng bllip-sm 7877 dundee 9 24465"
|==================================================== | 54% ~2 s remaining [1] "rnng bllip-sm 7877 natural-stories 9 3112"
|===================================================== | 55% ~2 s remaining [1] "rnng bllip-sm 64924 bnc-brown 9 1690"
[1] "rnng bllip-sm 64924 dundee 9 24596"
|======================================================= | 57% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 9 3099"
[1] "rnng bllip-xs 4301 bnc-brown 9 1706"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 9 24449"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 9 3078"
[1] "rnng bllip-xs 28066 bnc-brown 9 1689"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 9 24549"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 9 3078"
[1] "rnng bllip-xs 28068 bnc-brown 9 1691"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 9 24477"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 9 3101"
[1] "rnng bllip-xs 51272 bnc-brown 9 1696"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 9 24467"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 9 3134"
[1] "vanilla bllip-lg 111 bnc-brown 9 1701"
|====================================================================== | 72% ~1 s remaining [1] "vanilla bllip-lg 111 dundee 9 24610"
|======================================================================= | 73% ~1 s remaining [1] "vanilla bllip-lg 111 natural-stories 9 3096"
[1] "vanilla bllip-md 120 bnc-brown 9 1699"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 9 24485"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 9 3087"
[1] "vanilla bllip-md 607 bnc-brown 9 1708"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 9 1697"
[1] "vanilla bllip-md 922 dundee 9 24558"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 9 3092"
[1] "vanilla bllip-sm 111 bnc-brown 9 1670"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 9 24542"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 9 3078"
[1] "vanilla bllip-sm 120 bnc-brown 9 1705"
|=================================================================================== | 85% ~1 s remaining [1] "vanilla bllip-sm 120 dundee 9 24547"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 9 3124"
[1] "vanilla bllip-sm 922 bnc-brown 9 1723"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 9 24622"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 9 3089"
[1] "vanilla bllip-xs 111 bnc-brown 9 1698"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 9 24458"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 9 3098"
[1] "vanilla bllip-xs 120 bnc-brown 9 1675"
|============================================================================================ | 95% ~0 s remaining [1] "vanilla bllip-xs 120 dundee 9 24690"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 9 3067"
[1] "vanilla bllip-xs 922 bnc-brown 9 1707"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 9 24551"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 9 3085"
[1] "5gram bllip-lg 1111 bnc-brown 9 1676"
[1] "5gram bllip-lg 1111 dundee 9 24555"
[1] "5gram bllip-lg 1111 natural-stories 9 3061"
[1] "5gram bllip-md 1111 bnc-brown 9 1696"
[1] "5gram bllip-md 1111 dundee 9 24522"
[1] "5gram bllip-md 1111 natural-stories 9 3098"
[1] "5gram bllip-sm 1111 bnc-brown 9 1680"
[1] "5gram bllip-sm 1111 dundee 9 24468"
[1] "5gram bllip-sm 1111 natural-stories 9 3083"
[1] "5gram bllip-xs 1111 bnc-brown 9 1694"
[1] "5gram bllip-xs 1111 dundee 9 24489"
[1] "5gram bllip-xs 1111 natural-stories 9 3085"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 9 1689"
[1] "gpt2 bllip-lg 1587139950 dundee 9 24471"
[1] "gpt2 bllip-lg 1587139950 natural-stories 9 3121"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 9 1701"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 9 24527"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 9 3112"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 9 1728"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 9 24523"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 9 3096"
[1] "gpt2 bllip-md 1586986276 bnc-brown 9 1695"
[1] "gpt2 bllip-md 1586986276 dundee 9 24595"
[1] "gpt2 bllip-md 1586986276 natural-stories 9 3108"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 9 24560"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 9 3085"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 9 1697"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 9 24579"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 9 3099"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 9 1669"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 9 24575"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 9 1670"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 9 24607"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 9 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 9 1704"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 9 24547"
|===================================== | 38% ~3 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 9 3134"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 9 1685"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 9 24539"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 9 3116"
[1] "rnng bllip-lg 7245 bnc-brown 9 1702"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 9 24560"
|=========================================== | 44% ~3 s remaining [1] "rnng bllip-lg 7245 natural-stories 9 3082"
[1] "rnng bllip-md 3602 bnc-brown 9 1678"
|============================================= | 46% ~3 s remaining [1] "rnng bllip-md 3602 dundee 9 24630"
|============================================== | 47% ~3 s remaining [1] "rnng bllip-md 3602 natural-stories 9 3105"
[1] "rnng bllip-md 44862 bnc-brown 9 1688"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 9 24632"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 9 3131"
[1] "rnng bllip-sm 7877 bnc-brown 9 1679"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 9 24465"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 9 3112"
[1] "rnng bllip-sm 64924 bnc-brown 9 1690"
|====================================================== | 56% ~2 s remaining [1] "rnng bllip-sm 64924 dundee 9 24596"
|======================================================= | 57% ~2 s remaining [1] "rnng bllip-sm 64924 natural-stories 9 3099"
[1] "rnng bllip-xs 4301 bnc-brown 9 1706"
|========================================================= | 59% ~2 s remaining [1] "rnng bllip-xs 4301 dundee 9 24449"
|========================================================== | 60% ~2 s remaining [1] "rnng bllip-xs 4301 natural-stories 9 3078"
[1] "rnng bllip-xs 28066 bnc-brown 9 1689"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 9 24549"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 9 3078"
[1] "rnng bllip-xs 28068 bnc-brown 9 1691"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 9 24477"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 9 3101"
[1] "rnng bllip-xs 51272 bnc-brown 9 1696"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 9 24467"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 9 3134"
[1] "vanilla bllip-lg 111 bnc-brown 9 1701"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 9 24610"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 9 3096"
[1] "vanilla bllip-md 120 bnc-brown 9 1699"
|========================================================================= | 75% ~1 s remaining [1] "vanilla bllip-md 120 dundee 9 24485"
|========================================================================== | 76% ~1 s remaining [1] "vanilla bllip-md 120 natural-stories 9 3087"
[1] "vanilla bllip-md 607 bnc-brown 9 1708"
|============================================================================ | 78% ~1 s remaining [1] "vanilla bllip-md 922 bnc-brown 9 1697"
[1] "vanilla bllip-md 922 dundee 9 24558"
|============================================================================== | 80% ~1 s remaining [1] "vanilla bllip-md 922 natural-stories 9 3092"
[1] "vanilla bllip-sm 111 bnc-brown 9 1670"
|================================================================================ | 82% ~1 s remaining [1] "vanilla bllip-sm 111 dundee 9 24542"
|================================================================================= | 83% ~1 s remaining [1] "vanilla bllip-sm 111 natural-stories 9 3078"
|================================================================================== | 84% ~1 s remaining [1] "vanilla bllip-sm 120 bnc-brown 9 1705"
[1] "vanilla bllip-sm 120 dundee 9 24547"
|==================================================================================== | 86% ~1 s remaining [1] "vanilla bllip-sm 120 natural-stories 9 3124"
[1] "vanilla bllip-sm 922 bnc-brown 9 1723"
|====================================================================================== | 88% ~1 s remaining [1] "vanilla bllip-sm 922 dundee 9 24622"
|======================================================================================= | 89% ~1 s remaining [1] "vanilla bllip-sm 922 natural-stories 9 3089"
[1] "vanilla bllip-xs 111 bnc-brown 9 1698"
|========================================================================================= | 92% ~0 s remaining [1] "vanilla bllip-xs 111 dundee 9 24458"
|========================================================================================== | 93% ~0 s remaining [1] "vanilla bllip-xs 111 natural-stories 9 3098"
|=========================================================================================== | 94% ~0 s remaining [1] "vanilla bllip-xs 120 bnc-brown 9 1675"
[1] "vanilla bllip-xs 120 dundee 9 24690"
|============================================================================================= | 96% ~0 s remaining [1] "vanilla bllip-xs 120 natural-stories 9 3067"
[1] "vanilla bllip-xs 922 bnc-brown 9 1707"
|=============================================================================================== | 98% ~0 s remaining [1] "vanilla bllip-xs 922 dundee 9 24551"
|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 9 3085"[1] "5gram bllip-lg 1111 bnc-brown 10 1689"
[1] "5gram bllip-lg 1111 dundee 10 24499"
[1] "5gram bllip-lg 1111 natural-stories 10 3099"
[1] "5gram bllip-md 1111 bnc-brown 10 1705"
[1] "5gram bllip-md 1111 dundee 10 24568"
[1] "5gram bllip-md 1111 natural-stories 10 3089"
[1] "5gram bllip-sm 1111 bnc-brown 10 1703"
[1] "5gram bllip-sm 1111 dundee 10 24479"
[1] "5gram bllip-sm 1111 natural-stories 10 3048"
[1] "5gram bllip-xs 1111 bnc-brown 10 1696"
[1] "5gram bllip-xs 1111 dundee 10 24586"
[1] "5gram bllip-xs 1111 natural-stories 10 3112"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 10 1686"
[1] "gpt2 bllip-lg 1587139950 dundee 10 24537"
[1] "gpt2 bllip-lg 1587139950 natural-stories 10 3091"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 10 1696"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 10 24586"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 10 3119"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 10 1670"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 10 24616"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 10 3089"
[1] "gpt2 bllip-md 1586986276 bnc-brown 10 1706"
[1] "gpt2 bllip-md 1586986276 dundee 10 24504"
[1] "gpt2 bllip-md 1586986276 natural-stories 10 3089"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 10 24396"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 10 3127"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 10 1690"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 10 24495"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 10 3116"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 10 1713"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 10 24646"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 10 1714"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 10 24599"
|================================== | 35% ~4 s remaining [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 10 3100"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 10 1701"
|==================================== | 37% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 10 24483"
|===================================== | 38% ~4 s remaining [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 10 3094"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 10 1708"
|======================================= | 40% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 10 24480"
|======================================== | 41% ~3 s remaining [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 10 3073"
[1] "rnng bllip-lg 7245 bnc-brown 10 1701"
|========================================== | 43% ~3 s remaining [1] "rnng bllip-lg 7245 dundee 10 24561"
|=========================================== | 44% ~4 s remaining [1] "rnng bllip-lg 7245 natural-stories 10 3095"
[1] "rnng bllip-md 3602 bnc-brown 10 1711"
|============================================= | 46% ~4 s remaining [1] "rnng bllip-md 3602 dundee 10 24534"
|============================================== | 47% ~4 s remaining [1] "rnng bllip-md 3602 natural-stories 10 3080"
[1] "rnng bllip-md 44862 bnc-brown 10 1679"
|================================================ | 49% ~3 s remaining [1] "rnng bllip-md 44862 dundee 10 24548"
|================================================= | 51% ~3 s remaining [1] "rnng bllip-md 44862 natural-stories 10 3088"
[1] "rnng bllip-sm 7877 bnc-brown 10 1700"
|=================================================== | 53% ~3 s remaining [1] "rnng bllip-sm 7877 dundee 10 24580"
|==================================================== | 54% ~3 s remaining [1] "rnng bllip-sm 7877 natural-stories 10 3094"
[1] "rnng bllip-sm 64924 bnc-brown 10 1694"
|====================================================== | 56% ~3 s remaining [1] "rnng bllip-sm 64924 dundee 10 24474"
|======================================================= | 57% ~3 s remaining [1] "rnng bllip-sm 64924 natural-stories 10 3109"
[1] "rnng bllip-xs 4301 bnc-brown 10 1696"
|========================================================= | 59% ~3 s remaining [1] "rnng bllip-xs 4301 dundee 10 24563"
|========================================================== | 60% ~3 s remaining [1] "rnng bllip-xs 4301 natural-stories 10 3129"
[1] "rnng bllip-xs 28066 bnc-brown 10 1686"
|============================================================ | 62% ~2 s remaining [1] "rnng bllip-xs 28066 dundee 10 24555"
|============================================================= | 63% ~2 s remaining [1] "rnng bllip-xs 28066 natural-stories 10 3114"
[1] "rnng bllip-xs 28068 bnc-brown 10 1703"
|=============================================================== | 65% ~2 s remaining [1] "rnng bllip-xs 28068 dundee 10 24522"
|================================================================ | 66% ~2 s remaining [1] "rnng bllip-xs 28068 natural-stories 10 3084"
[1] "rnng bllip-xs 51272 bnc-brown 10 1681"
|=================================================================== | 68% ~2 s remaining [1] "rnng bllip-xs 51272 dundee 10 24564"
|==================================================================== | 69% ~2 s remaining [1] "rnng bllip-xs 51272 natural-stories 10 3085"
[1] "vanilla bllip-lg 111 bnc-brown 10 1690"
|====================================================================== | 72% ~2 s remaining [1] "vanilla bllip-lg 111 dundee 10 24560"
|======================================================================= | 73% ~2 s remaining [1] "vanilla bllip-lg 111 natural-stories 10 3083"
[1] "vanilla bllip-md 120 bnc-brown 10 1688"
|========================================================================= | 75% ~2 s remaining [1] "vanilla bllip-md 120 dundee 10 24636"
|========================================================================== | 76% ~2 s remaining [1] "vanilla bllip-md 120 natural-stories 10 3107"
[1] "vanilla bllip-md 607 bnc-brown 10 1712"
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|================================================================================================ | 99% ~0 s remaining [1] "vanilla bllip-xs 922 natural-stories 10 3075"#write.csv(full_residuals, "../data/analysis_checkpoints/full_residuals.csv")
#write.csv(baseline_residuals, "../data/analysis_checkpoints/baseline_residuals.csv")model_deltas = log_lik_deltas %>%
group_by(model, training, seed, corpus) %>%
summarise(mean_delta_log_lik = mean(delta_log_lik),
sem_delta_log_lik = sd(delta_log_lik) / sqrt(length(delta_log_lik)))`summarise()` has grouped output by 'model', 'training', 'seed'. You can override using the `.groups` argument.write.csv(full_model_results, "../data/analysis_checkpoints/full_model_result.csv")
write.csv(baseline_results, "../data/analysis_checkpoints/baseline_results.csv")
#full_model_results = read.csv("../data/analysis_checkpoints/ffull_model_results.csv")
#baseline_results = read.csv("../data/analysis_checkpoints/fbaseline_resultsb.csv")metric <- "ΔLogLik"
#metric <- "-ΔMSE"
# # Select the relevant metric.
model_deltas = model_deltas %>%
# Retrieve the current test metric
mutate(delta_test_mean = mean_delta_log_lik,
delta_test_sem = sem_delta_log_lik) %>%
# mutate(delta_test_mean = mean_delta_mse,
# delta_test_sem = sem_delta_mse)
# Remove the raw metrics.
select(-mean_delta_log_lik, -sem_delta_log_lik,
#-mean_delta_mse, -sem_delta_mse
)
model_deltas# Sanity check: training on train+test data should yield improved performance over training on just training data. (When evaluating on test data.)
full_baselines = all_data %>%
group_by(model, training, seed, corpus) %>%
summarise(baseline_train_all_test_lik = logLik_test(lm(psychometric ~ len + freq + sent_pos, data=.), semi_join(test_data, ., by=c("training", "model", "seed", "corpus")), semi_join(test_data, ., by=c("training", "model", "seed", "corpus"))$psychometric)) %>%
ungroup()
full_baselines
full_baselines %>%
right_join(baselines, by=c("seed", "training", "model", "corpus")) %>%
mutate(delta=baseline_train_all_test_lik-baseline_test_lik) %>%
select(-baseline_lik) # %>%
#select(-baseline_test_lik, -baseline_train_all_test_lik, -baseline_lik, -baseline_test_mse)Load language model data (SyntaxGym, PPL)
language_model_data = read.csv("../data/model_metadata.csv") %>%
mutate(model = as.character(model),
model = if_else(model == "gpt-2", "gpt2", model),
model = as.factor(model)) %>%
mutate(train_size = case_when(str_starts(training, "bllip-lg") ~ 42,
str_starts(training, "bllip-md") ~ 15,
str_starts(training, "bllip-sm") ~ 5,
str_starts(training, "bllip-xs") ~ 1),
# Training vocabulary usually covaries with the training corpus.
# But BPE models share a vocabulary across training corpora.
training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))
) %>%
mutate(seed = as.factor(seed)) %>%
select(-pid, -test_loss) %>%
distinct(model, training, seed, .keep_all = TRUE)
table(language_model_data$seed)
0 111 120 922 1111 3602 4301 7245 7877 28066 28068
4 7 6 5 4 1 1 1 1 1 1
44862 51272 64924 1581807512 1581807578 1581861474 1581955288 1582126320 1586986276 1587139950 1611262494
1 1 1 1 1 2 2 2 1 1 1
1611265210
1 table(model_deltas$seed)
111 120 607 922 1111 3602 4301 7245 7877 28066 28068
9 9 1 9 14 3 3 3 3 3 3
44862 51272 64924 1581807512 1581807578 1581861474 1581955288 1582126320 1586986276 1587139950 1611262494
3 3 3 3 3 3 3 2 3 3 3
1611265210
3 First join delta-metric data with model auxiliary data.
model_deltas = model_deltas %>%
merge(language_model_data, by = c("seed", "training", "model"), all=T) %>%
drop_na()
model_deltasAlso join on the original linear model data, rather than collapsing to delta-metrics. This will support regressions later on that don’t collapse across folds.
Final data preprocessing
# Exclude ordered-neurons from all analyses.
model_deltas <- model_deltas %>%
filter(model != "ordered-neurons")
# Exclude bad GPT models.
model_deltas <- model_deltas %>%
filter(model != "gpt2" | !(seed %in% c(1581955288, 1581861474, 1582126320)))Visualizations
The basics
all_data %>% ggplot(aes(x=corpus)) + geom_bar()
print(all_data %>% group_by(corpus) %>% summarise(n=n()))all_data %>%
ggplot(aes(x=freq, color=corpus)) + geom_density()
all_data %>%
ggplot(aes(x=len, color=corpus)) + geom_density()
all_data %>%
ggplot(aes(x=surprisal, color=corpus)) + geom_density()
Predictive power and SG
model_deltas %>%
ggplot(aes(x=sg_score, y=delta_test_mean)) +
geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem)) +
geom_smooth(method="lm", se=T) +
geom_point(stat="identity", position="dodge", alpha=1, size=3, aes(color=training_vocab, shape=model)) +
ylab(metric) +
xlab("Syntax Generalization Score") +
ggtitle("Syntactic Generalization vs. Predictive Power") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#888888")) +
facet_grid(~corpus, scales="free") +
theme(axis.text=element_text(size=14),
strip.text.x = element_text(size=14),
legend.text=element_text(size=14),
axis.title=element_text(size=18),
legend.position = "bottom")
#ggsave("./cogsci_images/sg_loglik.png",height=5,width=6)Regression analyses
We control for effects of perplexity by relating the residuals of a performance ~ PPL regression to SG score.
# Prepare a residualized regression for x1 onto y, controlling for the effects of x2.
d_resid = model_deltas %>%
drop_na() %>%
group_by(corpus) %>%
# Residualize delta metric w.r.t PPL for each model--training--seed within
# training vocabulary
mutate(resid.delta = resid(lm(delta_test_mean ~ training_vocab:test_ppl))) %>%
# Residualize SG score w.r.t. PPL for each model--training--seed
# within training vocabulary
mutate(resid.sg = resid(lm(sg_score ~ training_vocab:test_ppl))) %>%
ungroup()
# Now plot residual vs SG
d_resid %>%
ggplot(aes(x=resid.sg, y=resid.delta)) +
theme_bw() +
scale_shape_manual(values = c(21, 24, 22, 23)) +
geom_smooth(method="lm", se=T, alpha=0.3) +
geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
ylab(paste("Residual", metric)) +
xlab("Residual Syntax Generalization Score") +
ggtitle("Syntactic Generalization vs. Predictive Power") +
labs(color="training") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f")) +
scale_fill_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f"), guide=F) +
facet_grid(.~corpus, scales="free") +
theme(axis.text=element_text(size=14),
strip.text.x = element_text(size=14),
legend.text=element_text(size=14),
axis.title=element_text(size=18),
legend.position = "right")
ggsave("../images/cogsci2020/dll_sg.pdf",height=4.5,width=9, device = cairo_pdf)
do_stepwise_regression = function(cur_corpus) {
regression_data = model_deltas %>%
filter(corpus == cur_corpus)
print("----------------------")
print(cur_corpus)
lm1 = lm(delta_test_mean ~ training_vocab:test_ppl, data = regression_data)
lm2 = lm(delta_test_mean ~ training_vocab:test_ppl + sg_score, data = regression_data)
print(anova(lm1, lm2))
summary(lm2)
}
do_stepwise_regression("bnc-brown")[1] "----------------------"
[1] "bnc-brown"
Analysis of Variance Table
Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
Res.Df RSS Df Sum of Sq F Pr(>F)
1 22 1.0876e-04
2 21 8.9322e-05 1 1.9435e-05 4.5692 0.04447 *
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score,
data = regression_data)
Residuals:
Min 1Q Median 3Q Max
-0.0029317 -0.0011424 -0.0000891 0.0008578 0.0045715
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1.617e-02 1.936e-03 8.355 4.08e-08 ***
sg_score -7.830e-03 3.663e-03 -2.138 0.04447 *
training_vocabbllip-lg:test_ppl 3.828e-05 1.944e-05 1.969 0.06232 .
training_vocabbllip-md:test_ppl -2.084e-05 1.631e-05 -1.278 0.21513
training_vocabbllip-sm:test_ppl -4.736e-05 1.387e-05 -3.415 0.00260 **
training_vocabbllip-xs:test_ppl -5.460e-05 9.157e-06 -5.963 6.43e-06 ***
training_vocabgptbpe:test_ppl -1.472e-05 4.832e-06 -3.046 0.00614 **
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.002062 on 21 degrees of freedom
Multiple R-squared: 0.7944, Adjusted R-squared: 0.7356
F-statistic: 13.52 on 6 and 21 DF, p-value: 2.906e-06do_stepwise_regression("dundee")[1] "----------------------"
[1] "dundee"
Analysis of Variance Table
Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
Res.Df RSS Df Sum of Sq F Pr(>F)
1 22 4.9377e-05
2 21 1.9840e-05 1 2.9537e-05 31.263 1.505e-05 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score,
data = regression_data)
Residuals:
Min 1Q Median 3Q Max
-1.454e-03 -5.196e-04 -7.965e-05 3.688e-04 1.774e-03
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1.029e-02 9.124e-04 11.276 2.27e-10 ***
sg_score -9.652e-03 1.726e-03 -5.591 1.51e-05 ***
training_vocabbllip-lg:test_ppl 2.365e-06 9.163e-06 0.258 0.798810
training_vocabbllip-md:test_ppl -1.215e-06 7.685e-06 -0.158 0.875920
training_vocabbllip-sm:test_ppl -1.600e-05 6.536e-06 -2.448 0.023220 *
training_vocabbllip-xs:test_ppl -1.757e-05 4.316e-06 -4.071 0.000548 ***
training_vocabgptbpe:test_ppl -3.087e-06 2.277e-06 -1.356 0.189571
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.000972 on 21 degrees of freedom
Multiple R-squared: 0.719, Adjusted R-squared: 0.6387
F-statistic: 8.955 on 6 and 21 DF, p-value: 6.472e-05do_stepwise_regression("natural-stories")[1] "----------------------"
[1] "natural-stories"
Analysis of Variance Table
Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
Res.Df RSS Df Sum of Sq F Pr(>F)
1 22 3.8365e-05
2 21 2.8800e-05 1 9.5652e-06 6.9747 0.01528 *
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score,
data = regression_data)
Residuals:
Min 1Q Median 3Q Max
-0.0017542 -0.0007293 0.0001275 0.0005964 0.0020843
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1.142e-02 1.099e-03 10.391 9.85e-10 ***
sg_score -5.493e-03 2.080e-03 -2.641 0.01528 *
training_vocabbllip-lg:test_ppl -5.622e-05 1.104e-05 -5.092 4.82e-05 ***
training_vocabbllip-md:test_ppl -4.904e-05 9.259e-06 -5.297 2.99e-05 ***
training_vocabbllip-sm:test_ppl -6.074e-05 7.875e-06 -7.713 1.47e-07 ***
training_vocabbllip-xs:test_ppl -3.762e-05 5.200e-06 -7.235 3.97e-07 ***
training_vocabgptbpe:test_ppl -8.025e-06 2.744e-06 -2.925 0.00809 **
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.001171 on 21 degrees of freedom
Multiple R-squared: 0.7816, Adjusted R-squared: 0.7192
F-statistic: 12.53 on 6 and 21 DF, p-value: 5.315e-06# The residualized analysis and the stepwise regression analysis
# should yield the same coefficients for the SG score variable.
#
# Below, we compute the slope coefficient for the SG term in the
# residualized analyses.
#
# These coefficients should match those found in the stepwise
# regression for `sg_score` above.
d_resid %>% group_by(corpus) %>%
group_modify(~tidy(lm(resid.delta ~ training_vocab:test_ppl + resid.sg, data=.))
%>% filter(term == "resid.sg")) %>%
select(corpus, estimate)Predictive power and perplexity
model_deltas %>%
mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl),
bpe = if_else(training_vocab == "gptbpe", "yes", "no")) %>%
ggplot(aes(x=test_ppl, y=delta_test_mean, shape = model, ymin=0)) +
theme_bw() +
geom_text(aes(x=275, y=0, label = c("//"))) +
geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem, color=training_vocab), alpha=0.4) +
#geom_smooth(method="lm", se=F) +
geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(fill=training_source, color = training_vocab, stroke = 1)) +
ylab("ΔLogLik per token") +
xlab("Test Perplexity") +
#coord_cartesian(ylim = c(1, 16)) +
ggtitle("Test Perplexity vs. Predictive Power") +
labs(color="training") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f")) +
scale_fill_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f"), guide=F) +
scale_shape_manual(values = c(21, 24, 22, 23)) +
scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
scale_y_continuous(limits = c(0, NA), expand = c(0,0)) +
facet_wrap(~corpus, scales="free") +
coord_cartesian(clip="off") +
theme(axis.text=element_text(size=12),
strip.text.x = element_text(size=12),
legend.text=element_text(size=12),
axis.title=element_text(size=12),
legend.position = "right")
ggsave("../images/cogsci2020/ppl_loglik.pdf",height=5,width=12, device = cairo_pdf)
Regression: Impact of PPL on Predictive Power
lmd = model_deltas %>%
mutate(training_vocab=ifelse(str_detect(as.character(training), "gptbpe"),
"gptbpe", as.character(training)))
summary(lmer(delta_test_mean ~ training_vocab:test_ppl + (1 | corpus) + (1 | model), data=lmd))Linear mixed model fit by REML. t-tests use Satterthwaite's method ['lmerModLmerTest']
Formula: delta_test_mean ~ training_vocab:test_ppl + (1 | corpus) + (1 | model)
Data: lmd
REML criterion at convergence: -675.9
Scaled residuals:
Min 1Q Median 3Q Max
-2.3376 -0.5096 -0.1373 0.5837 2.9157
Random effects:
Groups Name Variance Std.Dev.
model (Intercept) 2.271e-06 0.001507
corpus (Intercept) 6.634e-06 0.002576
Residual 3.728e-06 0.001931
Number of obs: 84, groups: model, 4; corpus, 3
Fixed effects:
Estimate Std. Error df t value Pr(>|t|)
(Intercept) 9.383e-03 1.976e-03 5.167e+00 4.748 0.00470 **
training_vocabbllip-lg:test_ppl -2.150e-06 1.745e-05 2.162e+01 -0.123 0.90309
training_vocabbllip-md:test_ppl -2.065e-05 1.484e-05 2.109e+01 -1.391 0.17858
training_vocabbllip-sm:test_ppl -3.100e-05 1.286e-05 1.923e+01 -2.410 0.02611 *
training_vocabbllip-xs:test_ppl -2.801e-05 8.655e-06 1.885e+01 -3.236 0.00438 **
training_vocabgptbpe:test_ppl -9.676e-06 2.825e-06 7.472e+01 -3.424 0.00100 **
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Correlation of Fixed Effects:
(Intr) trnng_vcbbllp-l:_ trnng_vcbbllp-m:_ trnng_vcbbllp-s:_ trnng_vcbbllp-x:_
trnng_vcbbllp-l:_ -0.482
trnng_vcbbllp-m:_ -0.494 0.828
trnng_vcbbllp-s:_ -0.493 0.829 0.851
trnng_vcbbllp-x:_ -0.500 0.840 0.864 0.871
trnng_vcb:_ -0.299 0.477 0.487 0.454 0.461 Perplexity vs. SG Score
This is a reproduction of Figure 2 from Hu et al.
model_deltas %>%
mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl)) %>%
mutate(train_size = log(train_size)) %>%
mutate(bpe = if_else(training_vocab == "gptbpe", "yes", "no"),
bpe = as.factor(bpe)) %>%
ggplot(aes(x=test_ppl, y=sg_score)) +
theme_bw() +
geom_hline(yintercept = 0.28, linetype = "dashed", color="gray") +
geom_text(aes(x=240, y=0.3), label="random", color="gray") +
geom_point(stat="identity", position="dodge", alpha=0.3, size=4, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
geom_text(aes(x=275, y=0, label = c("//"))) +
ylab("SG Score") +
xlab("Test Perplexity") +
ggtitle("Test PPL vs. SG Score") +
labs(color="training") +
scale_color_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f")) +
scale_fill_manual(values = c("bllip-lg"="#440154FF",
"bllip-md"="#39568CFF",
"bllip-sm"="#1F968BFF",
"bllip-xs"="#73D055FF",
"gptbpe"="#f0941f"), guide=F) +
scale_shape_manual(values = c("5gram"=21, vanilla=22, gpt2=24, rnng=23)) +
scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
scale_y_continuous(limits = c(0, 1), expand = c(0,0)) +
theme(axis.text=element_text(size=12),
strip.text.x = element_text(size=12),
legend.text=element_text(size=8),
legend.title=element_text(size=8),
axis.title=element_text(size=14),
legend.position = "none",
legend.direction = "horizontal",
legend.key.width = unit(0.3,"cm"),
legend.spacing.x = unit(0.1, 'cm'))
ggsave("../images/cogsci2020/ppl_sg.pdf",height=4.5,width=3, device = cairo_pdf)
Smith & Levy reproduction
This redone so that it’s unique for each model
all_data %>%
ggplot(aes(x=surprisal, color=model)) +
theme_bw() +
geom_density() +
facet_wrap(.~corpus, ncol=1, scales="free", strip.position = "right") +
coord_cartesian(xlim = c(0, 25)) +
ggtitle("Distribution of Surprisal") +
ggsave("../images/cogsci2020/surp_corr_marginals.png",height=5,width=4)
k = 1.97
# Fit a GAM for a bootstrap sample.
fit_gam_inner = function(bootstrap_sample, key) {
# This bootstrap sample may have repeated elements. That causes a problem for
# mgcv, which internally cross-validates some model parameters -- it may
# allocate repeated elements to different folds and thus double-dip. We'll
# prevent this by instead providing the whole (pre-bootstrap) dataset to mgcv,
# and using `weights` to constrain which elements are seen, and how many
# times. (Repeated elements of the sample may get a weight of 2 or 3 or N,
# which is exactly what we want.)
# rsplit$data contains the original entire dataset.
df = bootstrap_sample$data
# as.integer.rsplit returns the indices of the examples which are in-sample.
# convert this to a count vector, with dimension N (total dataset rows)
weights = tabulate(as.integer(bootstrap_sample), nrow(df))
if (key$corpus == "dundee") {
# Reading time regression: use features of current and previous word
m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr'),
data = df, weights = weights)
terms_to_predict = c("s(surprisal)", "s(prev_surp)")
} else {
# SPRT regression: use features of current and 3 previous words
m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
s(prev2_surp, bs = 'cr', k = 20) + s(prev3_surp, bs = 'cr', k = 20) +
te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr') +
te(prev2_freq, prev2_len, bs = 'cr') + te(prev3_freq, prev3_len, bs = 'cr'),
data = df, weights = weights)
terms_to_predict = c("s(surprisal)", "s(prev_surp)",
"s(prev2_surp)", "s(prev3_surp)")
}
# Produce psychometric predictions line using just the relevant context-specific predictors.
newdata = data.frame(surprisal=seq(0,20,by=0.1),
prev_surp=seq(0,20,by=0.1),
prev2_surp=seq(0,20,by=0.1),
prev3_surp=seq(0,20,by=0.1),
freq=0, prev_freq=0, prev2_freq=0, prev3_freq=0,
len=0, prev_len=0, prev2_len=0, prev3_len=0)
# Returns a matrix N_samples * N_terms.
per_term_predictions = predict(m, newdata=newdata, terms=terms_to_predict, type="terms")
# Additive model -- sum across predictor response contributions (matrix columns).
predictions = rowSums(per_term_predictions)
return(newdata %>% mutate(y=predictions))
}
# Fit a bootstrap-re-estimated GAM for the given model--corpus--training group.
fit_gam = function(df, key, alpha=0.05) {
# Bootstrap-resample data
boot_models = df %>% bootstraps(times=50) %>%
# Fit a GAM and get predictions for each sample
mutate(smoothed=map(splits, fit_gam_inner, key=key))
# Extract mean and 5% and 95% percentile y-values for each surprisal value
result = boot_models %>%
unnest(smoothed) %>%
select(surprisal, y) %>%
group_by(surprisal) %>%
summarise(y_lower=quantile(y, alpha / 2),
y_upper=quantile(y, 1 - alpha / 2),
y=mean(y)) %>%
ungroup()
return (result)
}
smooths = all_data %>%
mutate(
training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))) %>%
group_by(training_vocab, training_source, model, corpus) %>%
group_modify(fit_gam) %>%
ungroup()
write.csv(smooths, "../data/gam_smooths.csv")
Plot the GAM model fits
ymin = -40
ymax = 100
xmin = 0
xmax = 20
get_d_points = function(df, model, training, corpus){
x = density(df$surprisal)$x
y = density(df$surprisal)$y
return(data.frame(model, training, corpus, x, y))
}
# Get the density points
density_data = all_data %>%
mutate(model = recode(model, vanilla="lstm")) %>%
group_by(model, training, corpus) %>%
do({get_d_points(., unique(.$model), unique(.$training), unique(.$corpus))}) %>%
ungroup() %>%
mutate(training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
training_source=as.factor(str_replace(as.character(training), "-gptbpe", "")),
bpe=training_vocab == "gptbpe",) %>%
filter(x>0, x<20)
smooths = read.csv("../data/gam_smooths.sl2013.all.csv")cannot open file '../data/gam_smooths.sl2013.all.csv': No such file or directoryError in file(file, "rt") : cannot open the 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